{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow_gan/python/contrib_utils.py:305: The name tf.estimator.tpu.TPUEstimator is deprecated. Please use tf.compat.v1.estimator.tpu.TPUEstimator instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow_gan/python/contrib_utils.py:310: The name tf.estimator.tpu.TPUEstimatorSpec is deprecated. Please use tf.compat.v1.estimator.tpu.TPUEstimatorSpec instead.\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "TensorFlow version 1.15.3 has been patched using tfdeterminism version 0.3.0\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import toml\n",
    "\n",
    "from modules.plot import get_colorbar_figure, scatter_with_score_rank_color, plot_kde_and_true_2dnormal\n",
    "from modules.plot import merge_line_legends\n",
    "from modules.utils import load, order\n",
    "from tasks.experiment import Cleansing\n",
    "from tasks.totaling import EvalCleansing, TotalizeCleansingWrtEval\n",
    "\n",
    "sns.set()\n",
    "sns.set_style('ticks')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "out_dir = 'results/'\n",
    "os.makedirs(out_dir, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# visual settings\n",
    "d_metric_printedname = dict((\n",
    "    ('log_likelihood_kde', 'Influence on ALL (Ours)'),\n",
    "    ('loss_d', 'Influence on Disc. Loss'),\n",
    "    ('if_data', 'Isolation Forest'),\n",
    "    ('random', 'Random'),\n",
    "    ))\n",
    "\n",
    "ext_savefig = 'png'\n",
    "kwargs_savefig = {'dpi': 300}\n",
    "\n",
    "path_conf = 'conf/2d_cleansing.toml'\n",
    "\n",
    "idx_removal_rate = 3 # 5k\n",
    "\n",
    "first_nseeds = 5\n",
    "nlevels_contour = 8\n",
    "\n",
    "labels = ['True', 'No removal', 'Cleansed']\n",
    "\n",
    "xlim = (-3.7546138096179362, 5.864293814755581)\n",
    "ylim = (-3.75398701722154, 6.003643363421571)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load configs \n",
    "conf = toml.load(open(path_conf, 'r'))[TotalizeCleansingWrtEval.__name__]\n",
    "\n",
    "conf_popped = {\n",
    "    'seeds': conf.pop('seeds'),\n",
    "    'removal_rates': conf.pop('removal_rates'),\n",
    "    'metrics': conf.pop('metrics'),\n",
    "    'eval_metrics': conf.pop('eval_metrics')\n",
    "}\n",
    "\n",
    "metrics = conf_popped['metrics']\n",
    "\n",
    "# get intermediate files of instance scoring before the cleansing by changing selection metric\n",
    "d_metric_clean_dir = {\n",
    "    metric: Cleansing(\n",
    "        **conf,\n",
    "        seed=conf_popped['seeds'][0],\n",
    "        metric=metric,\n",
    "        removal_rate=conf_popped['removal_rates'][idx_removal_rate]\n",
    "    ).output().path for metric in metrics\n",
    "}\n",
    "\n",
    "# get intermediate files of test GAN evaluation metrics after the cleansing by changing selection metric\n",
    "d_metric_eval_dir = {\n",
    "    metric: EvalCleansing(\n",
    "        **conf,\n",
    "        seed=conf_popped['seeds'][0],\n",
    "        metric=metric,\n",
    "        eval_metric=conf_popped['eval_metrics'][0],\n",
    "        removal_rate=conf_popped['removal_rates'][idx_removal_rate]\n",
    "    ).output().path for metric in metrics\n",
    "}\n",
    "\n",
    "\n",
    "seeds = conf_popped['seeds'][:first_nseeds]\n",
    "\n",
    "d_seed_clean_dir = {\n",
    "    seed: Cleansing(\n",
    "        **conf,\n",
    "        seed=seed,\n",
    "        metric=conf_popped['metrics'][0],\n",
    "        removal_rate=conf_popped['removal_rates'][idx_removal_rate]\n",
    "    ).output().path for seed in seeds\n",
    "}\n",
    "\n",
    "d_seed_eval_dir = {\n",
    "    seed: EvalCleansing(\n",
    "        **conf,\n",
    "        seed=seed,\n",
    "        metric=conf_popped['metrics'][0],\n",
    "        eval_metric=conf_popped['eval_metrics'][0],\n",
    "        removal_rate=conf_popped['removal_rates'][idx_removal_rate]\n",
    "    ).output().path for seed in seeds\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot scatter of training instances colored based on harmful score ranking, w.r.t selection method\n",
    "# these results can be loaded only after finishing the experiment command written in \"Experiment 2: Data Cleansing\" of README.md\n",
    "\n",
    "for metric in metrics:\n",
    "    x = load(os.path.join(d_metric_clean_dir[metric], f'x.pkl'))\n",
    "    harmful_scores = load(os.path.join(d_metric_clean_dir[metric], f'harmful_scores.pkl'))\n",
    "    fig, ax = scatter_with_score_rank_color(x, harmful_scores)\n",
    "    ax.set_title(d_metric_printedname[metric])\n",
    "    ax.set_xlim(xlim)\n",
    "    ax.set_ylim(ylim)\n",
    "    ax.set_xlabel('x1')\n",
    "    ax.set_ylabel('y1')\n",
    "    fig.tight_layout()\n",
    "    basename = f'2d_harmers_{metric}.{ext_savefig}'\n",
    "    fig.savefig(os.path.join(out_dir, basename), **kwargs_savefig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot generated instances before and after the data cleansing with true 2d-normal distribution. w.r.t selection method\n",
    "for i, metric in enumerate(metrics):\n",
    "    df_clean = load(os.path.join(d_metric_eval_dir[metric], f'df_clean.pkl'))\n",
    "    df_ori = load(os.path.join(d_metric_eval_dir[metric], f'df_ori.pkl'))\n",
    "    df_concat = pd.concat([df_ori, df_clean], axis=0)\n",
    "    fig, ax = plot_kde_and_true_2dnormal(x='x',\n",
    "                                        y='y',\n",
    "                                        data=df_concat,\n",
    "                                        hue='data',\n",
    "                                        nlevels_contour=nlevels_contour,\n",
    "                                        figsize=(4, 4),\n",
    "                                        mean=[1., 1.],\n",
    "                                        cov=[[1., 0.8], [0.8, 1.]],\n",
    "                                        idx_color_true=0,\n",
    "                                        idxs_color_other=[1, 2])\n",
    "    ax.set_title(d_metric_printedname[metric])\n",
    "    ax.set_xlabel('x1')\n",
    "    ax.set_ylabel('x2')\n",
    "    ax.set_xlim(xlim)\n",
    "    ax.set_ylim(ylim)\n",
    "    fig.tight_layout()\n",
    "    basename = f'2d_improves_{metric}.{ext_savefig}'\n",
    "    fig.savefig(os.path.join(out_dir, basename), **kwargs_savefig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{log_likelihood_kde}{Influence on ALL (Ours)}{+1.24}\n",
      "{loss_d}{Influence on Disc. Loss}{+0.67}\n",
      "{if_data}{Isolation Forest}{+0.73}\n",
      "{random}{Random}{+0.43}\n"
     ]
    }
   ],
   "source": [
    "# amount of improvements by the data cleansing used for a table in the latex source\n",
    "for i, metric in enumerate(metrics):\n",
    "    result = load(os.path.join(d_metric_eval_dir[metric], f'result.pkl'))\n",
    "    val = result[\"metric_cleansed\"] - result[\"metric_no_removal\"]\n",
    "    print(f'{{{metric}}}{{{d_metric_printedname[metric]}}}{{{val * 100:+.2f}}}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZyF8Tgqrt4dbTXuP07y6gesFH/47+9KeHiUajPPjg3tMiY/BlDPV9hIJFiEIBAhMRBAmx7Fgml2zh5de+iYCBaObhcnzv755JguY1mMUjkSxjMcznMIhgceztmZhmGMNsRxLHYBIHRxZi7smf8F52ADGMdCmyUo0gHDIf13/qkInwkksu4ZJLLtm3vWDBAu677z5Gjhz5kXIejweP55+PVMz4ctv7YVV54PpnOezo8Uw4bAQCNgy2YWJBkDrJtcbpvP/PVC+47SOP/e1v78A0QxipEOkPHkWp8oJcgcg8BKyYepRE70+w5F6MJPuQZTtm4/uoqftRRj2CKDj3/sKit8DuNxGyF2FadgIaurGDVHwrVvtiBMnEMDsQ+hox7Tq47Ug5H5+jVmQ0hrmBROQhHJ5vIysVX0gd/icOqYuyGRn/MTMLkVmkUyr6R8ZweBBwIwsLuegvVzPngR+haZvR9FYAkvF+Wnc/hao/S9J4Cs26C9UZx8zzghlBQALRgeJeTDpZwjcnbaF5azViybeJe07CMOrRjRWktZcx9W2Yi3+B6SgE3YHQNggpBUGwgyAjCsXI0nyM9HKIDCBxNABaIsWTR/0f/dvrgb1zqkjCYtz+W/5lMjFJYrAW8xOuvXzRDtmEsmzZso/1TjIyPk1afweTCN+95Uwmz9s7pYBpGnvv6DX3jiMxlXpkTxuIdeixdaR77mbDs+tY+50neP+yLdDbjGXEcERvMWBi8uHdwEIUnQGEVAunuRpxa1GwiDx83CZqly4HQUcM6vDoVUAuRstD6FuWkJZ7ECUZm+urSNJfx7IoCHlfJ7BkI2r33qQm2kyOW1KM2/IWJmlM+ve+rPBpw/3/OpTf3J9V+W85ZBNKRsa/wyafhSyOJBl+glTk+Q/3pjHMJvjwZjvT7MMkF0k8FUUeAwhMP76D+UcIVAq7oa4FKdSLJOnI4lxeeKiVS465GYNViFY7sjfJgrcX4h9nRTff5qJ3FjBisRfTTCFmV5I4+TJSiV2Y8RjY8zDs2Ziij+3v7l2WtLWli3lTz2JwMA+lYhSife/dyYKgYM8Zh1xVhWG2YbDyw/t+/vXqgwJ2JOYhfIZ5Vg60TELJ+J8iCHs/VLJ1HJJl9If7bAhGNen0JvTWD+i45Ro2bejbu2awYzRKwcVIPg+27y/m9NVBfv1Oio1rT+C93/VisJYpc5o4+zs+BEZBSCf+zJ8QZQFRtCJxKvZsC5JShWBUYagSosOD2byMlS9lEbGOx+KdhqYFWfbDm+lf8xbZuU7OPL8Cj70bZ+U6cDbujRMJwRwBgg+RSkROxKQdgzcwSRy0Ov08DpmLshkZn8RId4FpIlo/38hp2Tpm3/9N08QwBgEDwVvCTqmMuaN2UldXR16+DbdnGAIzUOQm7rjSRtWEmXjDLxDwFGIawykarlJc6d878bSqQTqGYZax4dm7UXx5jFlQhiCE0BM9GFo79qzj0atHYrUvR5IETKMXyRLjrAtE5P4XsDsFvvmdeWDWQe4EzL/7WjeXHYE4/jaEor07TUJACQL2/VCbB16mh5JxSNP7H0XrexjTTGMYnf+ybHxwLasfegJd3XsxNtAVpG1rOwZDmOIubrhqDQFjJ/O/+UNEM8StN7xPIDAEBNH1VchSATO/+mPyxh2NWNhO9oQ6zMgmREEEUSQ6dAtGlobj7JNBCFI6bSTjFvkwzX4EIYXinog96woQTERZYuaVF+Eq85OO70A3EvguPQPfsbdi6BKYSRDyESuvRpb+NhObOet+tOwKYjdNQKt7G5OdiIw7gDW8f2USSsYhTS66EqXkGgyzG9V4Z99+I/gBb17zM9rW/O0GUjX2PonAJtLxvXONrH1iLS/87EUEoQtJKuLYvCbswTq0N+4kuX4Xv7vvRxR4FhF4pw6hbjnm7j+Qji8HYwOitRIxbx5mrBPDTGKmW1BkL2hdpHpfRxLG4DUl1LYwslyIKBYhCP3o5nowc0FIgyABWSiOkYiCD0mchCA52XtfUBnQCRgY5hApdS2mmcSwWzDMTixn/ASxdBgicwHfF1fh/6HMKU/GIe2vv3BIQjmicM6+/cbAa4ycqeHK9+3b57YuZv63ihHse2dAW/z9ozjyikUI6EhCBTMvUzCtrTDxCKzOQgTnOoyoB9cMCdN6BMJbNyE7jsX0gBAfANGP6C7ECAgI8RhGgQfTUMFVQjL1DH2P1yKIDnIuLkRyd2MZ7EMINjPoOx1ZLsaTFcJo/QuUT0eMq5ippZieMxAde6/ziBwJCBi8jqYOkk6swGZbiM02G2PUBiCKwPDPXFcmBgavIjJj3+jfL1omoWQc0jS9AcMYxKLMQBA+vK5g6shVP6PiHyZuV1+7GGn02UjTLsVERRRcSLIESOjGEIJQQ7x9NbYRxRgJEHQN0RUHRHQTpBl3wVA9xrYOxDHziG0P4NQ7MEdNJS3VoWhliHIc0VWEpqkUXOFFVNIIUojI7kaUXBvvvRDDEruV3kg+444ppFzphXKV1GAKZcWzaMfJKLZTEUXvvpv3JOFUnA4bqroLSdp7H5vIVPTQEHz8Juh/au9E2tWA+1PLHiiZU56MQ9aePXt4dem7/OP4ikT/L0iHX0RTg8QSS0hra0jrD6N/5UyEqWejGZtR9XdIpt9F0xoxzSQp7TlMbxBPzbVIwmy2X/Qk9fdtxjSHMIwUdK8g8ec70NwSwoRh6Goa2VMHE8ajC5tQ3JVItiyEeApDC4OootinY6QDiLIN9/Bi8B2O8H6CsmqR+kSK7CluzNEzEAUrcZefPaO/huFS0c2XMNI7SCy9DWP77RjrrsJkEEUZjSjuHQWe3LOSzstOwEh/vnllRUZ8OKH1wZFJKBmHrHfeWcb997+MRZn5kf1W39nIzrmsfvplUtFmDHMn4MVqPR9JzEYWp2KR9k4ToJlriQzFad8GycCfAROhW8N2yuFEvQIYYzFMEcFXw2B5Fe++3E64r5lIr8SW5yWMQReiKCMJwxDEEILTD+27EbQy4nGDUDgHXTMQTQuGkmLesz+h+Jyv8+1zp2A82Y6SfxzJZJR1K5uo9jUh79yBLB6Jkd6G2rkKPT8bo2QMuvk6Bqsx0TGJo1S3knfrjWD55FniDlWZU56ML4SZ7gXRhiB/9j78t771Tb71rfMBSCXeRZTykRIpGHofcdh3GbfwROJDCfy5e6cgULVN6OoeEIcwexvQ67che0ewbOUWdizZw/eWFaEZ7aQ/uInKk2ZB2ooZe4u6pwbRFR+jj84nPyeb938VwWN9jd71BWiT3sM6/5eYXWsIk8aZZ0OsGEMq0sR997xHoqGI7FwbF14dRVZkcKiIwmhsY5I4ZoxAVibjloo55uRa9NWPYHQmEKcVYtrmwekbMdwSCA50NY7VEgZ0RByInIRSvBSTzfAPKxKa9AG+Q2Ig2z/KJJSML4TWcjOCrRy57MrP/BjDbEIzVmCVL0A3WhFEAQwr6HsnGvLm2XDkLMUwFyNgI51+BwE3pqqivXo3FqtIoqSK486KctTYOmTHZLSWp1FOPh5TVUnHd6LLPsqPSrLn1SD9167F993FLPxxBak332VyRQNB51z0x27BcdYJeEVINtYiCf3InrFcceU0YsEwhuRDtBWjpdqROnch5JyLZu7GKp6JYa7C0HeDNgpl7klgzCeVehsDFafnaiS5EN0cRDQ7MM16RCEJWBBwIWgLEeSsj9cLq/be+cyw/dU8+03mlCfjCyFX/hyp+LLP9RhRGIYinQyAEmhCTEQRs2YhDv8hqv4u6TVnYe7cTvSN5+ne3otkupEsCn/4pUjvjB+QHHsBdbduILzuSRSbxI7H4gT7ckHSwSIgOIdhWNwoLivFuQ14TpGRy4tI7dzGlvhkXuybRDRsR58yEVOAZN9mxMIChLIZpPf0oAfD2CxDeIKNyLJINOqiqVlENXcjBjwkf/t1DHUAvWMlmrGBdDLMzSf9lLa1b6DI5YhSAbrRiMnrpJIvIhizEfBgmjH0jvdQ/zCCth0fnz1f5CTEQzCZQCahZHxBBNmNIP3zi4W9bf1cuejXhAf33oiXHAqjxVOIgg+AtKHz2qNvUL/zLRKpJ+mvHyA6JNP/Rj21z6/jqQt/g5bqRUxP5ohTkngdfUj+FI6F5dhnH4459XRCAzGEvEIwTQRRwuIswdixCRiDKs5gqzSctdtaYc9u3rivk65aO0XzKiG3CrNnD2K0D0NIEq/bxEuPORAcJaS6sjCtBUTadX552mt89YqXUdOrMdvCCIaMKXnAVYOojEWSR1M+IR93WTWCtBmDflT9XbTgLuSWzSAIxJJ3klAfx8iz0lH1bZ68872P1+Uh/LHNnPJkHFSmOoRpaFh3H8eEWZeRevd5kmPGseZ3y3CX5zPlR3snzlKlwzBjdeTZAyjCRO49/c+cd/Zu3LYiRn3ne9ToD4Eo8eq9d/Hz2+O8/1Ya3ZlL+XkeBBuo6Tgv7NnIlheauPgcK4K7AnQPyZzD2PIWiEIbPW1O0r4h1GQO1z43GcliI7WzDsfoGpCHIzS3IW9/DuueWr7y48sxFA2bv490YwPOmady401+ovZsRNOJZeoohPgTYIxDzPaQ7LgfRTmcs39+Bqa5BcwcRCEbq3whmnUZxvAKRCELRR6LKNYgCjYqFp3CVQsnHszm+dwyCSXjgNI3X4KQMw+x9JyP7De1CGhhtPqrEbPm45lyK2cdkcPQw7/BiJQz4+fnYSqtGGYAUcgi8vrzUL8ZSapG7XqPq16ZiRg7AmX7z4nWP8TKUD6pNUHGLm/kotIKdq0dTvncNPZUD0aiiNRQDycsdhLo0pBb+hDqniPcW43jiHFMnRfClT+L2FAbquBm6Ut1NDzUQ8kiBXHrdoSRFSAqCIkkCdeJyGNGIUl+UAeJduv4endjmCqd7ePZ1i9R+0iCH95QSm38EXK2tlE2eQhpdwdmeTsUlqEPLqDz3gcovXIMhtLAi09HOfqUw7AKVizyor+rpRz+Os+0SRyTzQjMQPjwY2sOrAdAyJn2BbTkZ5NJKBkHlFB0GoKz4mP7zfaHMQbfQx53N2pUAMGGoljxf/2nKHIlydSbaPpmVG0yVuVIYgV2Xm5uY57jVGwDWwjXr6Qw/TxJdSLWBaUcDkS2NpN1hYusokpkosSCThwVszD0OBHdx6zFZZixAdJxCWsgC+thMzGGOnD4agg3L8fqkLFmDecrJ3vYfnsUqbiAD/oamDgYxWe0Y2SNQXtjFY4LTiM5MARvLuepX3oYeeGljKg30NMJysf4sOR7kVwd5E8cglgH2kAucqkP01GIuuUtxMKRiHY7ut5AWn2FJb8PMGrcWMZOjINg2zeA7+8ZtAA9H5nH3mx9em8dZxJKxpeFmL/4I9uGHkQQXQhllyAVn41g8dN6x91o0Rg1P7uKZOoZiBxO+p4bUS77IYLsxBhcwbDCw7j38ZMZiPVjSa/EN8LGUOexuOfVYFhUUqsN/EObsOSJCNnDEbQAztwCJMmKYEJ89wrSzinYPPkIsQ70slLkYj+x1jBCsIVgh0rv+l4mn6Vg+iqImf2s/FEna3qG4TtskEkTSxEsbqxfOx5dV7FkeYgMm8L0qauwDR9ObsEH5J+o0bcyhR4ppWNDBcMOH4ORrkMwApBzPFJ6PKRMlNw8Kq7+PgBWczpL1+yd7zY2eBOKbSYW51F/qy82IzAMkTLAu693AiBOufXAN+DnlEkoGfudtv5hMDTkGRdhGnFSwUewes9GkNzEB2/G4jwai3MBSHvX+h12xTdA1xEECbv1NJDsSHPnoWs70GNRoi/tgc3b0CfN4Iz713HaEcO56OphGJ0Rupc0YD17OJ7DohCahZ5Swe5DeGc9VudyUtPPAyNNUVYAi1ti8NEnsE8fg82lIKZTpJvTJFslWvb08uyzVUy6vALF5mf6aXvo6FOYPXkMfb/cRbc2noLZPhRRh6aNoOpEc0YjTZxJzcgJmOG3MbUAuYeVUpKfQ1pdB8xCtJkkW3Ox5ddgWsMI5hbMRh0jrxo9vAJL6bX76s3mvRhR/MdxOnFAQ8AHuL6YBvwPHLqXizP+e1mce/8BnavreO4rOz9cbQ8c/h+iOOaiax3o2t6fRGWHHVHbjLrpJKRAJ3rqPfSxKjbfRdhs5+A4+ib6hCOwnTGOpa9dxLnfmI5gc2KiI9lS+NK7QFAwG5sRB4do/EuQZfdko2UVIKoe1IFudq320t3Zj3PeBBSnHbNwJqF+Cd/Qc2Qd4aLiK4u4+E478u5XiPUPIfqjlE0WqdveS6TcTfb0fAxU9Ggfoikj6jpFuTKjJg6gu1dgCi7ErFlISi7C6sdhqA5UL1rQSf8fHybV7QHTi+g/lsdW6AwEFUR79b4qM800prgNhI+uZSwye+9CYP8lMj2UjP1OnnDGvv9nj65i6hVnY4QSaKEuLJWj0BKbSYX/guiegzWpAiqCswYx9yRqb/sJFV+14RzxM9Qtx6N78hHtZZTeVIo52IfkKkAQ6jDUKuwTcnGOkIm0hBja1I9Fn4TSr2G39nP4r60EzVm4ml/Hqug8UzvE1td28/IrFyMYBmp7I3K7wNDMhWS54rz1ANSu0bl6ugPbif0MZldQ6LTz56fijB6fRY1h8u6fBnF6RWYcNYqBF+vxpXchF+TQUN9C7qbH8eYUI9ht9NR8l433hjnh5zWY6VUUzTYwi9YSD2/D7rmJK68ZRUFBIVu2PYpqPIMing5ICORiIv3L9f4MI0wq8Ro2xyn7Zqc7lGQSSsYBpaSfZtiUILF3t5Ku20rutfdikES2z8bqOAX9pTFoPg+B0iPxFx6NfcqVmI6H0RMNMPwijPaVCKlW9OxixJw80JMEb2nDeRJYF0yh9rohRv58LPYUmEaSxoffoHTGHIQ8CVlLMFRXjCtH49vXzCQUidK7dA3+WTmAiKW/HZu9D1OaxNnfl7A9/X/ESw+n1UwgpnMxjTS/+IGOMNSElLAz/ySDgV4H4qqHcU4/Ab27FbFI4OfX1mNVx3LCmZM5en4KZ5aN0mkpDOFZrK6jMUo/QNdiOL3fQZIUNr54Gh1BL5i5iEwC9k7TIApjMXgOk0X/vFdi6phGkkNhQupPkkkoGQeU6JqGaSTxnDYFTAMtpaIZjQiyBzX8NrgdbIkvpHztozCqjdKZkwiqI2h6cg0VXxOJJrzobRH6BjvJy5XZvNPBqG9MwJfrxtDTjPxVEStfbWJ2cQ9vvN7KEZWtuKYtwjBN1IDEW21eipMahy8qxtXTzwvnJjn6uma8hxfCtvWQr6BN1TENUP0lOOQGqvIq0exRNN2DYhOQjF4YkBBd2eQ6B5HC7ciFBai55ciuIe591sbypY0cedowxN5lDLY2kLbE+PYZAe581I+YGEAOWxFde1cNzB0/klxZxGAHJo1IH855YqQEGp6zMPx0D5LSA2Qj/HXFwr/Wp5SFw33+F92Mn1nmGkrGfmEMrURbczTG9t9iJHvR1WYAROdYJPdUBEGgc0MTT5x5JUa8DlImqcBqpBHfZ8r87+M3VfRoF5qWQvZ5ER0WkmEDW9Ek3P4wbfem6Fqm8uQj6ylNLkOKbEWyuBBFJ9W59dA7wEILOKafjt4bQuvpxeLzcubZI5g2LQ8tNojNJzL30lay5o9H9FYjfvMYTJeAtfllLFk6smAhHbIgBHvRmvoIbO1m7WtOhpzHMGRfgNjfhyQqaEdfimXd75C2vw6pAIqoc/T4LuSgm+QGC/lFW8keJjJydD6i3IlakI/R+wCogwCYFi+CVIphNiDxt1/BkoMh6v68hvRQDINVQDeGGflwPtz/DoK5d3Xm/2odHR0sXLiQd955518utJ5x4JipfvS+V2H9XZizriGprMaV/Wu01AZMI4bFcQRaSqVr+XvIRTtxOcMYOzfhnvMgau+PSIleVEw++HaUCf+XhbeoH0kIkI4XEggK+EcIoIIoJFj6UhMzrF0UjhuN4cymbV03zjW9eEbbkc+fDm9uwKgqxIyBMrocIxIgqboRoiqCy8DqTmLaCkh0NnDUUQG+s0DlqJ8cgb/citK0GjMVJRVRUEtKSO3pwTFhJvWr04yZFiHdEseWtYsUI7F40gRCOUgOJ57yAvpf34777WVYv3kc4sgaBNOJKIxBEAVEIQdJLMYYWE3KVYdBlLaW0Yyqmf/J9YmBgEhaW4lhBrApJ3xiuS/ap33WMj2UjP9Y33tr2X3bQ+hDDyGd8CZK4Rm4/DfvXfhbjYC5d0U72apg37WC2vs+IBzXECq96IO9yL6TMKIR9DWNlEzqY/CFdrqfDiD09BG3p3nh9xHElj1YVr3CincHefDOJlJCEYYaIfreTsTCGrjyOJRLjkWob6ZFtyPJKUgOoesqD33Dxu5XBnHpm3CabZiSEzUax57j5Sc3lvD48jLefSwAmGj5NUTihYhT5mLNLcU/cQTWLDvjTy5CLKpCGVtA0jISxetH7Kxl9/Nx+t4bID3Qz/IdOparz0YuHY1pmGx5eA+p1AfIYtXeZGKEMFadhiimePsNg2t+sOSf1ulf79dRpNlY5WO/iGbcLzI9lIx/W6ppN6m6rcR37yCVPYGiYwFbPopzLgCmGkN/KB/dHIZyzlPo0fUIuhVNKkF0htHC7yAYEkZHKe0vPEf20ZNIdaYoPOJEtKa70FsbeH1VL3knHsPSX9UyebbMUT9cgLB+G8LMmQR2DeJ3NGDaPJg5w0jvjGEz6kmUj0FsD9J7ezO5P5uB7rLizLZiNq9CkkDdvAPj8K8g9+9GLK2mrUnCF2rGXePFlHVM04aYcECBE+ImsssNq19Gm3nk3g+6lkDr0rEprRh2G4YRRW7pJ1h2Hh5/Arv7YjR9Cyt+uZ6KBQYVh52MKBSi6g2Y5vvAFHRtJ4o8D1n+7/p7zfRQMg4YrbeT9O4t2M1uSk84HKx+jFQzRt0DmFocJBlt9mKEcTPR2n+NXn8HatOTKHIEonWQjsHABtSdr9O03cm3L3oev5JFYuMNqJU+zJnjOebCGibmtFM40ocrqBLd2UssphJYVs/rX48x0OFnYLVA49pGgit2M9RTzmCnDUuFjYLfTED2aSjaAHoKgu1lKHtW01fnJPGnZSR+X0fd83uosGzEEahDyC5BVbPYvSQE7f2YahTB48KM9hMtHk7L1iT1G0GSPJh17yLWL0dUVbT+GqJ9RaiDgyz/v04wQTNrmXftPMpnLYakgRlpQ9PfByEbSSin/bqVhJZvRdeb0I31GGw52M25X2R+5cn4XPTQSkT3VATRhnPWQpyz/jabmBY7jP7a7RQOXQT5c2nZI6C1pikfoyIIdt58ZQxHCKtQN9yGXGEnVRtELDOR9G5GnJvHj23DSDS8TiDLT+5QAmWwDb27F3FcFafNl/DVFBDa1UdwTYI9awzOuGA51LpR58/GvWcztq/mo4o+/KkerG/9BU68ElMyEa1grnyLrOmj6V0+gbwjQOoK0RlIUzhSQFQHkGaNxQy1YqSchNtDmFIt0uiTaXm0Hk+qBfcwB/7JpXgLLOiI2I49G+2FP8KGrUQGPSQ29VByt5WZ/+cjGXseTWhEtAzHapmJvvH7mOFmbMc8iW6uwWQn2YsXY6tKozdfj1D6VaQPFzIzzA4E3AjC55id+hCS6aFkfGZ967fT+dIvMWO7AAjtqKd76Xv7jretrGXp959EOmErRu2P8WtP0rDWTvf7DQiim+OvvxHb8V+hXbNiVuvYZ0QRQh1IFRKyw0/leC/iSBlloAEhFUJUdEIdGl3P9+MogY0bxiGNcpJ/uMrU37qRvnI40oljcNi7sZQ5WPMUvPJwkHjSxdCor4EeADVGLJRAcoggC0R2iwy+lGAwVcTqdYsQAlHCwRIMwQlhg90NAfLPzMEyy4Mw2IDfrMM9xYo80sSt9YGaBC2F3h8kLdRgVJfi89dR+nULwht/JHL3m4hyPkaPHS3SgaEHEGf+EnHRnxEEK5IwC1JunGPWYS0pQs75JpI5FZFJ6OZudHMTBt0HqYX/c5mEkvGZ9W9qYrD3bET3ZABiLW0Et+5G792DVvsWVYsncd6traidS9jx3jgevCvCESf3UFTYgshojK2XYujvUuneTGJ5N6meCbBgGkPhKSRDDsyYjuTMJhHwQyCOqVixjBqGFTuSorP5L1GCzWnMklLcRTHw5GJt24IUG4JRE3A6wqx5KUHPPY103tuF0NaMMBjlied62KUrEB/CfuY0bOeNxyc18LWr3oP8kXQ8oCMnepHNfqxaH2++3IA+81zM4fMwZs4Em4kS70GyOxFUFQENLdKIMMWGVDYDsXoiekEp2phq7BcciSD4Se9KgDpEMrwEQbaB4iCVXoFpxhGVYiTbzL0rBtpqMJeORR98BwERSRiLJNQc3Ib+D2ROeTI+s1HnLUDdtnf1PnXFHWT3v0PRta+Q/uBP6E0fIOh1CCuXgWmimHEMsYqk70y84d+DK4dY/2QU/2bM0Tp/uR3e2fAeDz8/lvpYiIkjnKBYSEY0cnOjOLpa+O69Ps49tojRchRh7SBff6yYVAts+oHIqB+LuJ17iGRV8t77Kr/8xmO8dJnA7T9tIV1Vg5lXjd68HWSdS79SBIkhiIfwFgqYLSHEmgrUwBCOYSAfaUPzFiKl0wyfnoMRGcBMxxBSMbyjnWgD5aTNSqzv/wl18nFQMoqwdRS5RW6S/buxjpwM+gCJnj4kaw6mvAb/vBmY7pHo5ruo+g5EM4d0egUGO7ApF6D4TkD/4AcQ74X5T2B4O5E5HEH47/5IZnooGZ+Z3lVP4uU7MdU08oQzURb/DADLYV+nZblE4KWHUc68B/mwe6k4zsaFlw/DFX+XYNs4Vr7wKg9fECAUsBAKFjBrsYWH/5TPFTf18fWrI4i5FrT+KOEnehE8VlJ4ue2qMioqPegLx9JaMglTFIk83suoKxNYzSHwO2ndGiOypo03r7bhmToKqkoQLD7a6rr4ygU+fvNtlcYla7j/rkGIJ3FsfBH13T3IfhOhyEGoMc66R7LQAmE0qxcxMYQrVyZW3wRvvUr4+tfpvbMNw2qQmn4idUN+NmwM4kpHCfdG+GB5NkYqhCzn4eoD+/pViFolWustCKk0elrCMHoRBAUhGUcSZmCaKmltOekpo2Hqt5D8i5DFM//rkwlkEkrG56AMn4zw1fsYWr8dwVOIWDQJM9mO3vsU5fODeKbMwSw+BVPO4ckbxrDq91vQY40YbeuxNPQxdXwja54z+fFtLqpnuHHs2sMNZ0lsfNqEWBxLroztKBXXyBRhxwhMU0ZcPsgT9zq46Tu5RHeqvLyxms5WO526Qa/kYFhejNNPs9NRX06gxwVxFTnWzkhXJ9+8QuSEI3XEPje1nQpG0y6ib6lYpDSJ7jRSsA9vpcxJSyw0vRdCcvkQNYGyihDEBYymOPH8HLLOHcu653dRN+gmtyKHqpo8rOVe7J4E46fbkLa9iy6Euei2NrZF6zAFA3Hs7RgK6LGtSFERUcrGlfNzNH0rqlGLIKRR5JmI3r2TIx2KN/r9O/77U2LGAaevvxHCzUgLHya0dRfRuhb8syYjCAJ6vI13/vA6c2dPQhh8mjfPvpKcYWVUHCYxcvsOzN1dKBOLcC0ZJG9skHELZKy5IaSIRHjCYQwtt1BSMwBCGHb3IVslbrzNoDJ3FEcc1o2jM8okzy5OvMePPd9DwuLE4wqhyzLfP8ykeFwpJdUi41STRdI7CFPywe9iyxYb5125lVWvjKXs+Gx+IwoIiRpkq45QXQpFxay6t4/p47Nw1b6JdTCX9kc2Uj4lgpGVy1/+ACNsOcy/WEeUNlMkqNR1RqgYWYAtEsZIKCCmcIspTKkPoaeT448fw/izF2AGVOJDj2ItzUNOuhAdf/uY2a3nYJhNiMJYBMF5EFv1wDhkEkogEOCHP/whbW1tWCwWysvLuemmm/D7/Qc7tC89sfI0SAcBKDh+EdtO+yqd91gp/vpXSUmTYc/3SVpfxzLnFMSBABa3SqA+wpZ4Ngv7W7BWmpQuHKR7swfp7TgrVpgcFujEPtvBiLEiQiiF6fUTHrCQVl1c9csCupd1EX82SdHlUbLyc+h+X8FeqfD1u1NY8osRunv4yplRKsaK5L7VR8nvq6BlCvH+HuqX5VA1Jsozvx7JcHcfhqUIBCt63EFHop6s3hD6oED7bpl5T9yN6XVCZxaJoIk0aoi2d12M8JgsGlkLgWGYE+ZRWN1I3QNb+cOKPi6fMYCwcD5tjQpqdBuKlkXZ07/n2FP+SCwUIbHuLVypKEJpIZbCixHl0n11KQgKhrEHQXAh4CTV/3sQbVizLzxIrbt/HTKnPIIgcNFFF/HGG2/w8ssvU1payu23336ww8oAhOyxCIVzAFC8bp5qyyWodZK6dyz29EbGfvUMdI8brNnMvDiF96w81jW0UT5qEHGqC2wiTfFibIUquVlpyqxlWIb1kehOYEt2ccvvykhEYdcTwxlMeQjUW7CXKZT8AGrfy0OPitiqw5jNA6S3BzGf+4BXfy3iVtPUHAGec10IWoSgzYbDpzHm6ASG6WXaVBPcXkhqhBqDvP+TrcjhOF2brTTeHeb081tJDJ9OauZxDF/UR803NdLjjqDTXcKLr3ox58xHLxyBng5gFJUQknLoCpqYc6Yy+ONV2HfXMmL2MfhqfsVtdZcg5sWxWuvxVtRhr0hjc1+FIBXum1zqrxTpRERh77gT2T0f2TX3i27SA+aQSSg+n48ZM2bs2544cSJdXV0HMaKM1IpHiT30PeKBKFpq7/04Ax9s4YTLT2TEqSdixlXSz/+QnDIDT7WEPvgkLt9WNqzYySlTdTw5KV743RjigSRDDTLkaTiOkPjG+UvpDxaR6NLRA2lywjJ2LcAeZYDsXW30rBYZXJ1G6+2iyAfJTQYeywD26G58nesJ55SQ02CQO8eJsacR7+xcqG/jqFPqOe58g5f+6OfJR5zIBXnovQm6H2zjgwdbmTYqTFmFQtXhSSpOjvL7O+089G45Q6qNyOjx6F1D7PnjCibm9HHH8iRGvgtB0bG1b0UpcHPqr0dz4yVJjFXvYsmJkTfZAFSKykdxw303IooxZMsCFOt8pNQ4AJLq86j6OgDUZJo3fvYc8WBsXx1Lthoka9UX3bQHzCFzyvP3DMPg8ccfZ8GCBR87Fg6HCYfDH9nX09PzRYX2pZHsG0KumITgyeWZb93F9Dn1VJ73E+SOByh0zMeIbMBy1Eno3e8x8NijuLOSBBJ+cgtbmKG00JPyEw5XcuK5b9DXW8zoBb30v+2maFI3vQMFOIsM5NxC+t/zcsGFm4k0Rolbkyi5DsbO68Ii9SAOhWgw8ymbpJJuFzGKarBNs5LT3ow4VsRb6QdZ4sG7+6ndEOXSuTGM0WUYokhBXhrL2hXUbphIxclOch7vx3WcDTEQIbWyHjVs8PCqQo4SJSRk3ns9yKLjRlC5yEa6R0UWbYimhunzkXQVoD64CeWECaRDAlp2BY65cd6+zMZhd+VibSxkoPwOnDXdCGIulqqTkauHkY48h6ntxHR5ANBSGr17ulHjafD9710/gUM0ofzsZz/D4XBwzjnnfOzYkiVLuPvuuw9CVF8eoeceZP1v3mXcz64gb1weZxz9O9SUl4G/XE9WaSfpNR8getqhYBKCNA6Lso5UxEKgU8Z0+Cke0YhN6GbTUj82yU+0RyKt25h0VhPxJgl1Wx7YEuh+nf7dRbir4/zyvhFceXmIrjeyqNS7UJU40Vgh7lkKgsekf1s+7nAAu91ADevoi3xY7CEMqwPPgMB3L3SzYZufG+/tZ+WfDdzFOQzclofbE8OweWlKqEzcEUEw0jiPnoHlkTU8/VgBpdZBLNEejj+mgOCKWuzluQzem6TwpD6iljEkitzklg+BaKJt6EQpraC51UN8XTujT9ZRtDWoU05mz/JG5k29lvSuCzFzkpA/DCx5SPpwFHk2AHavg/P+cvlBbt0D65BLKLfccgutra3cd999iOLHz8jOP/98TjnllI/s6+np4eyzz/6iQvyfpCbTSIqMbug0r7ib4Rccg9byCiF5Gp7Zv6ZzRS/x3cvJ/foL2NZMoHejH6fbidO2CrvfRn+zm5Fz63i3rgBvxEGspYisqmZ+89Rkfnz+KhqGggTqNTzBBNnVGqrqRUz0kX1pilidznETNIrsTfhPz8ZIWgm+mY9zcoCsAhM29ZAzuwjL2GLM7l6sSpTscAuptTqd28p4r6UFJS+P9x8eTnHazeoX9rC4phnveBFfBeD2cfo0AaGmAJM0cnqAQM0ECnZ3Ic0SIRbHcMl4c1VkSx9VX+9ATkdQxgxnsMFGqE0n67ixmF4Pgs1BYmuYiVcVISsaUqIXUibTjv8WRroVM9mKaO6dnd5inQPWOZimSix2NzbbqUhS0UFt5wPtkEoov/nNb9ixYwcPPPAAFssn/y7v8XjweDxfcGT/+x674D5Kp1Uy5ztHUVHZwJ49yxhe3oA4dBErdnYxrGYU1fl9tP35IZa9Ngd3kYRi82BEsjnm7E4ckXqGwha0ncW8qQ9j1hEtVIYS/NSeZkeflQdfmMHv/+8thGoLYsKGJZ5CKbGgJnS8ci9zq3vprR+BrKh0CKW8XudkZqHILFHHDKSxO3uJrgrTv9bCY50al4214fRGiQ/4OD2nimfX7OH8b29koMVg62CAxQtnIjV2YhTk0lTn5L3HRzN2uMHUH6dI1/UTT0Xwp+qQwn5MuxXDIiP39xLY48E6fwY2RxISNionBJESQQgGSfunsX1NgPdbLEzxuRB0GTHSh+I9El3ciqa6MEd8FUEaA0Ay9SKKMgNRyEdRpiKKvoPaxl+EQyah1NfXc//991NRUcGZZ54JQElJCffcc89Bjux/W/fa3Wy99yWO/dm52H1OLBYLyjeHyL7u/xgcdScjR0W4/oivU+zs5aRqmSrxRVTJzlrTy0WOneRM3oEQ0skaBYMdAtXF7WTZVG69ZxFHTttCvj1BkWGn2uJjz+uTGfv1dgxdRBGH6NpmcsfT4ygtkThquMTos0WGnhWob05hy7awbpeNwi6dwlleGpcOo3RBA0OVcSolO2kRbLnZjDijFblJ58bqOB5TpSdt40ivk56XAkRbcwgUiARfNBl1bBq3pNP9Rhf50QGKTxtHemAyYvdu4kNxbPkpxGHF+IQOkmqChKMKtbsTjy2BljUMYVglYrCbbHcWbtcAcjCC4S1FHnY9smUsPTt/RzSxi6qu5TAmF7PQjiA7EFAQBAGLZSYApmmiG/VIYuX/xMjYf3TIvKMRI0awZ8+egx3Gl467NJfyIyeTO6KQ1+55h5xtD5NbPQVH5QhSD12L+dv7ePaSU+jr7qY1ZWFbHVTMtTBhRAHl+iuIqKR63VxwZw13X7aHwsIBBptKuOTY5RTXdPDB9mLktJ1zL34Vo7OQ/jaJ9veL2dZfSZcB7WqKU8a6qT6sG+P1EL7RFjreHsO37t1F3TqDAkFDKNbQigeJtNrx93k49vgob64XOc6TRvJJ9LalqYyEUEqcZOGGoRBFk3sJTBxOWYGVlX2DzDw+gaSl0TYOoY+v2ruCX4GX9KYodRQzLp2GAh9aVi5KXh7dWwK8fKODr/9SRXApyA3bwUhQWqGyYJGVkC7iFiRS8aUolrE8+8dcFEsRNbf8Cn35mTD4Adbpv91Xz2a8HSzZIEmk9eXYhCwEIfcgtvyBccgklIyDo60liGvK3i56ak8TLj1EbMObLA9WsXBSiG2vvkTuzg348xWc/SY5+SMZ7lmGtnMbUY8DKS+FKVi5fHaId3aYLPAW4HVHWdtYTp43TLFkx/RGiMc0/J4EFm+KrKpmdqw9gjyryX1nvoNvnoxkaPRopYgDdr55w3IibQ6a3x5O5fm1WHO8jHD2oqcV4tkKtU+UkVcd5toflXL51e3UdwkcNr+ERFcE7xkOUq1ezEA/L6yIoZHiwtNSWJsbMPLyEBePBruf6I5Bltc2c9LUIiYEI+iefLQn3kMc60Xs7ibd6uKi77TT8rtyrHm1VJ3QSLJ8MTiHUTmqB0vnVgTbCJSCi4iG7uby205BlveOLRFnPwj/0PswVp+JUH4OYtW3cFgu/sLb+YtyyIxDyTg4XnvgfVa/sBmALLeFzcNOQS+y0dIYIh0IM/D6HZy6zk19XyuSFKeq6FU69hSgRm0oqkyi10540M5rGy1c9licfj3Fm7tHUlDRxrp+Bz96I4uk286I3DA+ZxvRTVBW3s9l573FeWe8g6FE0Tv6qH2qnL6tPrRIgmv+kMYlhJg2uYG77hwPusYvtuYSFwRybd2UTwowMifIjbduoaAzxTF5SVJrAkgIDGwewFqRy2vvlTLOlsDfqiCE0iSzK0m4RzD4TpTwmy0klRAj5DSDbztJ14mInbWIiRiinkAyQrQtsxFsgbzTB3nNNgpxzovIfdsQh3ZiNeaSbtKIrNrDc6ffSbxuNdrAYwBou7+P0fkgwofLrP6VOPs5hMpvfNHN+4XL9FC+JIyhNgBEfxkAZjqFaZr84OELab/uaqLr/byW7CN/3ZPMOHYCb6V2Ui2MZGbeek7zuhkYsFOVnSKt2jj59Q5+NMXKcVYnhiNBTv4AZ85LsXBiCcmUgtcdIztbxaPppMKl/OIpjeGePE6cEEBtKcOft5GRuQEkIc39zx9J1cQQo6uGsAbSPP9OKReeqGJGBmjss3OEO83aFwb4+lQnBTlDmE4feeYAyd0SXnsHAWs1vtEGts4hgts9eCe7QdM47vQ4Dz5joVbv5ehWgfgmSI/QaGpXMFpjTL/aSq5Doz6Szca1JVSXdVN8xuHogRpM90Zm/8KJYV3M/ae38OvaFznn4m4c5QvQlSFUcS2h7SMxzFbKFx6O2yFjcexd4FwsOg9B/viPBoIt/4tr7IMo00P5kki/fQfpt36zbzu45DYC990AgGPaLCStk/mLZlA0YTRdm9agmQG6khUYwQLKcnu47D0rLDqZgbTAn06QiAsCzsI+JNlAsqs8vstLfchKgW+AtAbvvzifoW2VzC7rJxD00Rt2UVMzhK+glw+WTyDQ6cPMgosvWsZ0oYXC4V24yoY4/cw6Ssui2CwhDCmGlBaoNt38+I7FRJzZCKEoihpDV1R0mxtbVRTNlEkOr0DBzrI/2bjqm3kYHjfnX+zmll/kYstOkzWqG+vEJNYJCZiVwFrmglnF+Odr5Jwi0dflI23z0BrpRdMVrE2tSFaTCy6VaHikmj/d2kd45VMY8RGkmzV+UruV/OPTjJpYhy1/EaJnAgCmOkSy7fsY6S/nKO9MD+UQF97VgGtEOaKifHrhf8F62q0AhB68DimniD3vDVJ07BxeOfLHvLs5wO0XvUJ/99e488VahhcXcaKlmiOnTMK26w1GdBbw9FyDYG+E99dWkghUMrliFzuDffjbSkj2+vjFSQ0EWnNIJxWyQl6yRjSwZEsBDmecy2cOsGjBLtY9dRRu/wCCN0HeuB4G+4vY9d5IZp2xHkGNY/WKxMJudj1azZQFYWZUd7E6mkN7WzE/PnEH7hwRQ4CU6mVzq5O502Qa15Rg0QZYvXIiC8r3IGelWNgXZfuyLORwiA5NxB+wMX1cG7FNWynPSpBbAg3P+qmu3E52RTV5jh1o3kJCH7RgbLeyW/HwxGPT+N7VG8hVOxgs+y1f/amO4FyIryQbgOOmno3ZWovp2UJ0zTacR92FqYXRd1+NVPJVSPSB5X97zMknyfRQDmGGprHxW9cztH7Hf/xcgqQgSAr2WcehjJrO8MvPI/fII5j4ldnM+MZEBs96GXZs5ZbpXk6umU95Ti8df3mJpv4KHO4IocEiAu9updxuZVRxN3LaS85AKct6Bdx5AQa2DyM4kItVNglrMu3tPka6JE6a0syYsg6MIQdFJa2s2jOKumY/fevKsCeHGBDbmHJdkr6YlUCXnz3vF9HVnsvyN6oxFYXDF2/HPXyQ9WtH0PJ4Nsl2FzZfirETh1h0fj7NYi/FlX2ceuVGmqeYfP0pFTE/zK5lWWxfWs2udRIB8hgyyhk+XiS/wkPfhkrKjzRQkwqRVgd6UQVqdwqPHKLyhBDVZ6Q49phuvEePwqwpon/Pi3iVNeQlniPd8Az1P72WUy64C8epm9C906H0DLT+Z9H6HkSZuQIpZWA2fTlHc2d6KIcwUZaZ88oDKO79d9+HZfQMhq5diL0wi+614ykeXsp5tu1IcT/haj958h78E0vZ/EgtcbtIpdZPS9zO8j4335+0lUSOlaysMG+tnMrYvDDj4m5+vKyUQjGJGvRw0ggbH/QYvB2o5aS8OWR706xtNVG2TMFtjXPEtI0UVDfziz/Px+pt47uz25jZ6iK+x05+cYhCSwJHdSMjqjt5c1s2ZZ4U48a3415XgxqyQp+FVKWEbBc4NreGqUUrcfpUEq0qM4clefX7MP6wXnQChHscND+aS5mjj9ZwPm8/VcVXvt2O98xsrGICY9YElPoh1B0pbFlxjEkTobMTo0+ncI6EGDcx9WzKpk3AbuxE3/VrVFsBomM0gixhmia+aT8CQI2uQB1aj1VyIo38P/4Hlrv6t2QSyiHusyQTPRJAcmd9arme518i9tqfKLjgKobeW0Zo/Ws8/1wp9aGtFLuf5Cu5I9meyMWx/Akm1Yi4JOgfclCZ20dlWSexsJu+QR/v7CgmFfHy/sYaZFkgR4qAYGdPsJxNnRFmlLWzLa4wPj9AviPGibNCvPiCSGcS8jQZqyYypKU4PF9na4+THFcIQYiT7vCRTloZMW8bctLC4PYc/FaVXdu9hIfStKYKeTNZz/RIFZMWd/GDa99A91jBUJBLDNKxNFUlJlqXiqK3EE+UUrIogNPtZGxFNyNstWixPOyWPsT+JKmGCEMfpCg9xQb9aUiq6DnDMVe+z8jqAsz2WlLDRtP47EbGj9pGoGEiyV4nlb/6Ffq6W9A6NqCc8cbeNmhXsJXfuK+uBUH49xv9v1jmlOe/XLpxB73fPhIjGgLg99c+wz0/eprQzgY6n3qZbd+6Zl/ZmGInGe1g4M232PliOysaS3l/l4V4UTVedTzdA/mk0gpt/RE8Uhtb21SW7xlJcCgLJWbj4XVleESDAouI3R4k35ZASVioUrx8rTrBD47cSklWCDVVxB9O0cn2DRAKePj1/Sczc+46zjh6O8H+XNRBH78+7wNOr+5D66phVtZo9KEiNNOkty+PxFAWhs1kuumnYMhLflqiYHQTEybuwO6zEg4m2fNmGa2NedzzkpVU0oKhm/S3Wujd7cUQEwx1FJA/FCBXHsDwROl9X8ZVriMbUVrX6yx7pRC1O0VbOIfmpXbIykaIBpHq8rCeNhUzz440+W5EwU3VUQlEdzHeo84l9+Kr0IJvorlakWbfBIDWupPgb76L1tKLNvgCas8fDsrfwqHgM/VQtmzZwpYtW6iqqmLOnDkfOfbAAw9wySWXHJDgMj6dMmw0OdcvQXTtXRhq9vETAdh4xc24T13AL9/bzINDIbL8XooOn8vK3f/H3NPGUZezmdKVdfz8rmOpmVzDhpv+RHTTSl5tDlEbFRnrzkZOuhlb1M7QoIfunnyceg7bBlJUeDVyLCn8rjQ+Zx9ji3vZtmEyYydux5G04nMO8uLyOZhiAtIW5uTo0F2I5g0jpWT6unIxOvMor+gkZghYE3Ya6rPIy+mjcvJWEr12LEqCqmm7aG3OJqU6ea/VRXlZDzc/UcDV5UWMOqKZtm059LU5SS7ewItvu1i/YRh+2WTJkhC/PkZjcYkNW06a5Y+PpiQ7QlFpB0IijMXvIivlQPV7yZ0usu1FN3m0YR2bgLo/YfEUIAb6MBrPQa8Fz/ffR8kasa/OTbMaOes4BNEOQPTu88n6xo+xjp6BHlmHIDq+8L+DQ8WnJpQXXniBm2++mSlTpvDHP/6R0aNHc8cdd+B07u2K33fffZmEchAJooilcsy+7fGH7Z2sR3vpHlRR4AyvG6/PTbg3xMo/vc/RPzwFURJ5/53f8jVlG75X6gg0TMPSV0fV147jsqeewmkL4HDFycsO8eL2CnpCuWiGQp/9A7b3epmT8DO9pAeXO0oiYSUdseOyJuhrLCMl6pAd5qhp69GTVlRZJTs7iE030WI2HDkDdPTkIVgilBYq5OYEeX/7WILubVw3t4WmLaNo7Slm3Mx1WHy99Hg60TvGcsflO1AFmZuOKqd5q4sVm8vwYnLZwm2k2hI0dmVz9eQ6rD6TsRUGw30+djbkMUzoJ78yhLc4TEK1Ya3JpdCpkD8xTtef4hRPjXJPu8rRc4LE1nqRSsuwesaDW6G3tgZJWYHHW/nRSk/3ofcsQSr7AYIg47nuDQTX3qlKJfd09MFXUeu+izLyt3zZfGpCeeCBB/jjH//I+PHjSSaTXH/99Zx33nk89NBDeDyeL+3Fp0NNsm4XltIKRPveb0fZaUcIhzhm5kSCHUOoKY3ODQ2sP/E8PggUM/Pw6XiL/MTFPKwD/dDbxMrf9RGVctATBdTkd5DrTDA5P0LImyaZtpB2qOTZ0jy/1cOanmwWjdyGliyg3JXGUBUGhCQVWUksFg1TkxDyhxiI2shSdMS0QtOAj4gpINiTZPvjbOpyMXvGVmpKupEkjd0bxqOlFMZUNiKaIpHW4Rw2YycJWytaRKZrezFnn7iNocl78HmjvLDkOFzeGB6nynXHtxFv9ZDOtjF1oBB/QRuW6kFizQ4mT2nhtVYvEwtdFJHCrB9CKVTI96WR6lV+ecVwbNUmkRfAUaZDYifShOfpfeVRpPgghel+sBVg9L6C0fko0uhbMLUAmCYIILqzP9IWonMMCP/Zz/z/rT71Gkpvby/jx48HwGazccsttzB9+nTOPvtsBgcHv7QXnw413bf+mOja9zFNk5uPvZP6tU0MPvoAb3/vtzz13T/jcMhItbsIVk5lsD8Gy17htw+8i/7W47z4VJCewSxuaFjG7oEE+fY423s9rGoupT+QQ1fAz6qhGBesaOS1Jo1ZRSGqPDF29nmQNCcGENZF6oZceFxRjJSFzc253L2mkBx7GlU02NrhJjFQwJj8PiYPa8eCxpi8JKs3VNDRUYAUdzB+3G78+YMMpKxkZQf4yYp8atfU0N0wjHiDj9qN43nvT9OJNBWQ7PMwf8YmsopU+nuK0AyT1sECWtYU0jDkQbPbCe1ykBRMhNJsFno0HCkfqUEHQ2o2nStdrI4WIZY78GRvRLSVkHd6IVLpTFIRBb3x90yc/Qjj5hQh2Ar2VrJ7LGLJOQi2MpThv0IQPzlpCLZyJP+RX1zjH0I+tYeSk5NDS0sLFRUV+/Zdc8012O12zjrrLDRNO5DxZXxG5Xc/hmjbe04/5fgJWOwKvrMuZXx1A3+58PdE4jonP389st/LsJnvEXv2CeYPFPG9NSoj7O0MLxSZkTWDYTYv7TGVfIfKim6F5X1Jphf1c/HoCAtyjqBHi+GTBMZ7NQzJxaj8dp5oS+JJVzLMKZGKOemPOumP2fHZEsiSzprto3A4gqzr9xI1RyBYU0ysbsLtTDLBIZNMpkmmZdbUFqCEi7E7orQ1l/LU5SvZ/MY8nPYEHXVWcvL7KSzrQI3bMXUDyZHAiAgUDe9g7arhNG+tZuZXPuDum4+jIr8FW1rCNy1FeJ0Vo0kkVRYm+a4HY3yCwtkpSoQIvT0e7FtTBJ/vwTK7BL3hTUylktLqe2DcYuTDH91Xx8aGCxCHZU7v/5VP7aEsWLCAV1555WP7r7jiCk499VTS6fQBCSzj45qW72LtH97+xGN/TSYAiy+bz2OXLWHN05vJL8vDW5jDphc24a8uYdmvl7JrVTdMnodNTzHGkktCFbi/JUyF3aTOfJ8Wcw0+xeCkigizsh3I6QJe2l2FzyJSYXWyORihLhGmN+bGNAW0hMKE/D6GZQdBk5EEA7/NQB/ysnv7CCyGFb9sYWp5O0NphR0DfgYGbYTCFoIhK+mYDcEax2t6mDBlM2raoHpEE5EBD2F5CCm3jXc7S7FVdlFY04a9OEBj4wgSPbloUYmBbgtTxzUzbMFrbKhXOXfuJsorurFW9eOxdhAjRlPSitcyQKvfzkB4gLrVQdY97Wf5i0fgu3wJZpaKIPTiH1lK2Xd/wVvbhrOn/wz0907CTA4AII29BSFv8d62eP59Vl1514Fu8v86n9pDueaavT87rl+/nmnTpn3k2KWXXkpxcfGBiSzjY9REmlQ0iRpLsvqGR5j6w6/gyPV9YtlLH/8WyUiUnS2DTPzOsUSeWsqGoXqWP9JISYmLzfFeqrKKyFVghM1GXcKkNwENcQ/zcixs6M8l2xEmTgd6qoKIJrAmEGBuvp1Ci4+ZZb281uTmsZ1VlLnSvNasokthhuWEmOx0Y9UtnDSyl3DMQaGrl11txajeJgptTqaXdpKOe5HdBjuay7GKBsOqQgzqEWJ1PuYeth1Z0dje5iCqp/i/FSLfnLiH7bW5uKwhujaOJru4n6yyHnq7csi2JNAKokwolpgxaohULEVnbTHrNlRSXRzFP6mVNXGVN98ZBm0VLJgCRSUh4h0eCr3ddCz5FuUzWki6T8NhWY+UN4k9xvegTWTUlDEg2QAQ/H9blSF7XCWK0/YFtPp/l888DuWKK67gtttuQ1X3LqcQDof53ve+x113ZbL0F6X66InM+/7xIAiIsoTAx69ftf/mNwTefhu9u5v3zr2Sa77xKx557jUqp5TDjg+YO8tHwVgbt9S9TjzeyyhfCKuUJFsRkU0nI2zVNEfKsIkahiYhSxppqZO7e19hsteNy6pS6YsSCPsokE0saOwKWFk9lODZrjZu2tZEW9QklHTwXkMZuVkRfBaTsuwBpvoVBFsMyZYiOy+Ipovs6Mvi9boquptGoMacyJoXzRBAlZlSFWK4286fj1eZPayflJymu76MUTWNlJV0IFpUdFUhFHWwc81YOnblkQ5K6GEDXU6yq7MYW04/gQ4rl81uY2y2xq6wQUd6LrmX3I5qMSnIbkAznPz2oVMJv7IZM9WDvmw2V1zhZ5F2IYz5IYLi+lg9e6tKKD1q+hfR7P9VPnNCeeGFF9i9ezenn346Tz/9NCeccAIej4fnn3/+QMaX8QkUh5U5v/wGSdWkv7EXgLeeWkvrthYi3RFEj4+hiM6Ew6p46rEfcFmpixZbMY1BN5E9rXh27OCWmjnUDjlpiYJbVvCKFmqcMn5Z5KR8ieHuFD6LzEh7DoLu53T/THpiXpY2FLCqo4i1Aya5DoN8u0KZXWecT+bUnOmcmFdNVAnyl64wcUNgcMhHfU8eXkVgR1sR3f1+Xto6nMG+HAaHvGiOZk6buo4Rhf3MrAgwqrwPUZe449mjqW8oIKLC7l0jiMSdnH1YHaZqIZKWMFIWom05FGb347QlcSspSke3oobtBGqLSNUVc/KIZkqy+il2yAwVX4ZXEbjnktcZpqyi9he/Y9gcneHTQBN8pLLHs6N5BuLUhxCqLkcoPQLppFcwVi3E6Mr8jX9Wnzmh5Ofnc88992AYBtdddx3z5s3jpptuwuH48g7i2d+0SART1z9z+ZdufJYHjrqeRM8ASx9ZRcPGRgKDKVb/cgn3f+N3BDQvFquVyPYGXn/gfdzJMLKg8VxTPg7NSVLVeb/PSlxVWDkg81aPzNuDaX7fpLN8UOf9oQTbh+xYsDDF68Mr65TYZIZ7kgTS8Ls9afLtUYJaksd715FjS1IgjifXIjIvV2OYO8bz3Rq/qEuxoSubPWELbUmBQS1NIKXw2K5imoJuskULP9+s8PtddlzOOOGIgzMn72TJznzu3lpMdnUdjSErybiFKePrySvuIxVykYo6Ee1xFFecdErk3cePIDpkxeKM4/NGsLvD1G+vZqjDRFjxLN2DTmSHwMTDO7DOPpfnHhxH2jeGEd+4navv/wbjr/06YuExiGVnYaoGQu40pMkP7btukvHpPnNCqa2t5fTTT6e0tJR7772XNWvW8IMf/OBji25l/Psavvc9Bl566TOX/9qd53Lhny7Glp/Nna9cycILFzJQM5d1oRKaTRdxwURxOXHPn4OcrfNym4flvXYmZiWI6xpFipscR5i2uMxsvwWPbCVXsZBWBnHLMMyh0xA3eLtP4IPIEMGUldaYyIAWZ4Tdx3H52ewO2WiKWfhx5TjcokLAGCIRLqTKkoWuykx2W/lKscC4vCgnVg5wQlUfox0OaruKGZc3xJyiGA1DCqGoiqR0sGVnJS/vtICu88Pxg/x6/m7Wd/q4c2UFO1tzaOvyU7tzJJGgG8UdI9hRwNLN1dy1vhrNmkROWmlrKyEUl1ETVoor23Flp3Bmp/nKMQ24jv8NUuk8KiOXMPOod7j7sbcAA4vHSfbkUQCYiS7UF2oY+MvtCN7xCHLmS/Oz+swJ5YILLuD888/n3nvvZf78+bz44otYrVZOOOGEAxnfl0rFDTfgX/y3b8NId4D4YOQTy/bvaKXhxdUUHT5l31igbRvrCYtJvvnA+VQRYdsHrax6YBm337OKF3fuQpBM8hwKA04Z1TCwS2lU3cXSvhCmIVHpjqObEXQ9SqXdgluW2BaNMaA0MtvjpztupdAmkCU5kAUTi6yzO+TmML9GnuzAo4gs8Bv4FIgIUZKqDadpZaxLQsRkKGJnQ2c2cd1gemkba/o0shK5hMKFHOaayFdGelhaX0UgVMQrLQIIBu81DkcZKOTy6hDvb5nIjrpKrAkLEU1BVTSsjhR1vVEunrMVr2ajL+qhX7UQTbiw+sIEUjYaugro7/LT3+JHSPUjz78ZaeGvKMqPkWiegeAqI9o1yKOHfZ9gYzdYcxCrryDrxAu+iGb/n/KZ7zZ+5plnKC392yryDoeDm2++mXfeeeeABPZlZPu7+gV496YnceV5WXDj1z5WNtIxQO+WZipPnEnPhgZ8lQW89H+PEe6OYdnTw4JSnVcarKx45DmcQgVHzZ1D7Y5myqMGBSrYXAq7QzZEI43PkaAhHqTK6WO8K4cwbpb1SjhlL5NccfxWK1ZRYl0wQrWeRbkzTko3cSoCR+QHyXGoJHSDQCqOIZiYCDzfmiBfyWKYw8WUvH52DOoUWq2Mygli6hYShsm0PBmflMRvDVMgJrji3QKOyGni6xN7ebTei93XzYTiLhJhJ7G0lWHWNCP9EUJxBzu6izjBHSWkKczx27El0vSnZZ5fE2Ha6A7sFgsjs5x8UFdKQV6ShFqBmAxjNj6HgYk0+UpSy7o47aJR/GH2dzn/LydyzMNX4Sn3IYgWBp/bjfPwNbgXnfwFtf7/hs+cUEr/4Y/9rxYuXLjfgsn4qKNvuwBR/mgnMt0/QNMvf83OVBWyRecn4y5n0thhjDhhOtmtXYw7ZibH33YuWuQslh11O7t2LGeM3YlcL2EE07idLuJmCtEUsEkismBlklzFq4HlfBCWWOSdxiSnlV5ZZiAlYRoSI11ptoTjhFWZ2qBCvlVhc3SISR43FkEkkLCwISRTaIWXeqHKZqXEakVEZrR/EMOEqGaCBSQkomkrfmuKSVlpeoIOrJis7EkTUmtZVDic5t48TikL0NdWTMdgHn53mJawHathIZiUybInKPaF6Rr0UpI3RL7kw+6N0twhM70sHyV9OPZEI11ygIvWtfHUcRoTxndC9UVIx1zF4JYmxG0NFDq2oFs3Y4zvRHacT36BiPFEPkH3rdhnLcY+YcY/aZmMfyYzfcEhTHFakW0WtESK9df+nkTfEKLdhrN6BP5huVSMK2X4tDxedXQx4dx5uKeOYeXTW2jf0k4smqbQa8MuAQi4IgJWbOyMBelOSPQkbfitGjY5RWciQaU8BUWfyJOBOu7t7sSlpBGEJIOqwaO9nbwW6iFHMSl3R9FNmUDcSWfcIKhp/K4zTGPYTkKz4JEtxHSTMpudbFuC7nSMrf1ZaOliYmaaQNiHRop40ko6bUMAvM4g2yJB/jwnl2J3EkmO8W5LLuv6FbpjTiRZozNmp9PcjWqIpDSJqtweVnc66RpwEhQMuvtyqcrqZ6xFJNKmk50bZtPucm47rYypXzsd5YzHkGedS+rPx9H79pt0vrkSKSsLq9rIuONzoOVpcA9DXPAciR3bEQJvIucWHuS/gP8+mQmWDlF9zzxLaMVKRvz2DgAESQQEZJcLz7EnEvjxoxR/dwHf+9bvqRw2nHvO+DVjJ49gZFLj9d++Qf2OLhxDQ5yUO493h/YgC7kIpoW4FKZQcLM5qCIJOnZLkhzFz7Z0Fz1CH1bTBmaauoiEU5axCjpTrZXMsJtIIgymAwTUBA4xB1XXiKdNxtlNtJQdhxinyurAaRsiz6KR1k3W9pTgtWhUuFQ29OWQa0uTY3fyaIODWXkxyh3wQWMRk/1NNHZXYQG6Y5C2N1MmF+H0DRJPSHRGLYSDE8g1DVyySZZngLfCnTS1inx7ZILekAdJMnimu5Q8i4X+gJ0XW/1856yFdDKdUlsNwb88SHC9jX7L28yaE8WMupFGn4tYNgPB4kYQRChaRMFFVsze5QAYXatAEBELZx28P4b/IpmEcojyHT4PR00Nte/v4c9XPcUv1v5k38VXi9OG22HQ8sN7GFE5nsL8bFq31GJp76E/YqKnoCsK1R6QETAFFbO4i607NpBr5qJbRHrTBk7JRjQBATFGrpmDShKv5CTIIO8mmjjSUUPcTCGIMKhpeCUbCl58ioAu6eyK6IxwWsmXsjDsaRoSGtujffSaEa4tyyesCvgViWxriizZZE/STiztJJDUmORNsSMEW0I6HYkAjelBHpocJRSz0mf0ME7KwYZEnitEQhfJtwocVRzBp+ikLWGGZcX5qcOHJBiENBsl+YN0hC2s6m7kZ+N8RCQ3RcMiTA3eznO/WMzuMaM5/ncX0eWfhKv+aVDasJ5yP+133o1n8h58x35zX90L+XMR8ucCYDa9sHfRrkxC+UwyCeUQZcnNxZKbS8lglOICB1seW8mks/f+kQeTCS578lUuGZbPX376E1burCfUvhanEOGlyG4qpRpShpN+FGyqyHBlFNk9Mjme42hORuiMKVhFldleNwNJgbCmY5chljQYbc+hJy0Q1BJsT3biNj0sDbYy0lKGoIhENJWwLqFgJctiEFNFTMBn1dkeT7NHr2eKtZydAQcj3EmCKStu2cBvizC/MEB/wkqz2km5x0MYGNJTnOkrJ22U81pXgHKnyuzsbFKaye5wEl104VU0jijp43u7kuQYeVw7KUBfyI8kGjTGTDRJZIpkJR6p5J7jBNzJHXSm/BxeUkG48GJ8eVFceR5EPci0c+ejvrUCoWARgquARCpE3s47aVzXwfAbfv6xdpDm3PbFNvx/uUxCOcS5s10sunwRvrK/zblxz7lLGFdSw85kB+7lLdSu7eGU2y4jsKaJcc/lsFLtYkDvZXAwj5EOF13pKMGUH7diskXbialrzLXPoDkq4JBEZEwCWpy4nk08LdGniiiCh5Q2QESMMqQPEtV9WMQ0TckhROwU2y1MdvlIGTqqIRA3UmRLMqP1KsbZclFRCKoqIzwxErpA7ZAXn1VHFjUq7U46o3a8gpVqj4BFSCOoEhOcDlaGg4xwymA6yLYnccs6z7c6SQpRLswrYoQ3RqlHY3enh1zvILOOHQc7V9E96CQcTTJKayaatiEmIZFuIV79DexqOwsvmUvi1tFIuXnIC25EGn0qAMN+dBuDG88kPy/vYDXx/5TMRdn/AtWLJ5A/qoTwUIyB7iCl04qIJyJMK5nKCd+YS4Gs8eJ3l1AwtpRJX5nBYfkjEM0EXWYnqqBT7rFjt4TxKCJjrVWUW4fRrsVoSfUR0yCsQWsyhmzKrEhtpVVtwCUolMnD0QQLVUo+zemdiKaTMiUfUxTpTEp0JkS2RdpBMNFMhSluL7O9+SiShEM0MQwRn0UkSzaJahbCaZH7uqM0xGw832llw4DCih4/gyknMV2mL2FjIJXi5e40dUGFQFKmI5yFTxFpj+QSTznZMeSkPeSgwt9PVBXZ+fZ2Us5ytJSTNX1ZvN00nu3NpdgcboafeSa1rVGWvtGA4MxGOv9N1Ik/RSidva9uLU4bhfNm46oZ8S9aIOOzyvRQDnHpplokfy4pVeaPP3uFvs4gXzm8kGei9fR0CKSHwqwI1rEt1ELJXV4kI8WWWBMCYDUkRF0mZSZJGDJ9aY2UYeIWvCiiQr26m1QqhYwfRAGDFLqu4cBJ2jBQBIMs3YUuCHglCxgyLtlCsSnQoQVQjSwUsulNpNGEMNmKHUk08coGQ2mR9oSC36ayIWih1K5iChqLfE6G2y2kPDIyJqUuna6YiFUSaIs5GWarpNCS5O1uDzOzbfRrIvMKApxQOcB7bXl0qVF2B62UloZYtaeYEV6TnIEAlSeM4/ujZlN7y/3IxVlYkr386eZbuXrxYiaV1xF4Po+u5XvQEmls9z5B4XeuxDNrzqfWf8bnk0koB8nFY6/n/JtOYs6pk/9lucBDt2H6y1n1wiBVsyawur2W376wg9XBdrKsw3jhOw/h9Xk4NlZDR8cg5U4TewxiehcChWxI7qRcySOlSsiyxEhLERFVxxSgShrPEEF0U0UwJIaEQSLmEKrkZ6u2mUCqDp8ygonKbBTBSqMaohQXpigxZASIG3t7K1vVAbrS7dTHHcz2uVAEER2IaPByT5Je2hlKVzMY6ifHKEH2g2qAjkhcE+hM9zPF58Utx2mNS7RHrZxaFsWlqHTERV5ptxGW0pxWOEB7t5uOqEhcjTOvKERx7iA9Oix7aSVj3vuA/CyZaMVMBhJlnDNGIGvKBBzuWRiDbeTKa/D/5mWSdbXYq2u+mIb+kskklIPkst+eyfCJZZ9aLu/6++l6+iVyZ/ayfm07BR0ix9x4IiefdQyR9c3EdnTQUN+F3TBxJZy0qD1MdWexR3KiCDGO8E2gKxlgc2wT+cYoCkwfPekIhmngl/IxDA2P6CVhajh0G1HRjYJCMNVLpTKbbKmUGAkCZoi0EcSvjiREmiyphJZEnDK7hTLZi8ewky876U2mCchxEqqEW3KTMi1ohkmeTWWYVIjPopNrFTFIEUq7MBE4PNfLO4MJXFgps5tkW9JgihiYjMuJUq3rbOkvYc+QhqpKjPYmQBRwWDRkn422PRYOKx4AWWdN5zBa5B6uf/FOALq3N1N7591M+vGF6LkeZKcD16QpB7h1v7wy11AOkkkLR+HJ/vRFvARZofhrp1F8wkKGjytl8VfGcfTXj8Rp9/HB0nUEAvWMJottwZX0+evJE4rYEhKpkCdgx0NCj2GaCjXWKQy35iOZFiTRRqu+i269Ebfgp1lvwDANmrXNaEaShBHGoeTRaeyhTd/DkBlAQqaASlrNbqJmgLQRo9nYRiQNdcluOtJt6IZIUzrBlijYxSwimoyAxFzHKHyyk9qEyspImJhmsjEyAGIQqySg6jDC6sUn2ymwm3itJiFNIa5bGIw56Y54qPZEqPaGmZcXoSVlsrkri4G0h9qeERQPH43LlST7iCPZGO5k2/Yt+yZPjw1ESPUPonW1cuO3VrP6mfWYhoH54bw+GftXpodyCDE0jWRrB47hFQA8/v1H2fZBEzabQm62nQXfPpKaBaNpWtvAs9c9x5ogHD6phrd7G1nom0e57uON5B5yFBc1Shk7NDchXccu+DFECUkwaExvIkscR5k8Gd1MESDAkN7CoNmEomRhoJPQejBMDYvgIC2qJIUkCgYhDCJCgGyzCMUEEQXVEPCRT4tcR6/RTwAN0UgQVt1YJJlSm4WUYRIjgVvQadHT9CdFKpRShtIh3LLBa/0mU90aInb6Eylcip2oZuKUNYKqjZ5UDLciE04piLJKR8KCS3cQlhwYfQbHTfWwfeNwphz1LS5dsx57Oo4eDiB7/VTNH0/V/IcxDYPTf+GkavZI+h9+gFRbC6U3/Oqgtvf/okOqh9Lc3MxXv/pVFi9ezFe/+lVaWloOdkj7XTqeRk1+8rdjcM0Gdlx2FaZhMLSzmZ43VjJ6ViWzzpxBWknwyn1PkQxEWPbaCl7sfZ/zq91s3BwlpOlEBI1Kl8FEWwFFsoWxWWl0QWJNpJuN8U4ENFRdIl8ZQYO+mQRJVBEMQcSnDMMUIZJqRDWTWCQfMi40M41FcmEKBrqgERXC6GiEGCQoRMgRy0lhABI5ZhGK4SGqd1BtLSOmCzSlY3QkdAxEIoaJLNkol/3EdROXJBBL+VgT1Ci26YzzmRQ5UtQldJoTOsG0jQE9TUKI4LKnAZ1tQQ27ApcPH+TI2XaGTSjisBGDdGzpYFu4ip3LG3BOOQ7XUacweP3ZJFc+QXL5X4C96xdNO/MIsgq9ZJ1wKnkXXvrFNfqXyCHVQ7n++us566yzOOmkk3jxxRe57rrreOSRRw52WPvVkisexeG1c/avzwT2JphbjrqN0356AmZCZNITfyQ5GGbN//2eI8pamXDrbxEtFoxH7sEmarx+8g/YlCplzOhKpFia0hwHpzpzaEZkZV+aPr2HSnsebw8MMcedzYaIE6scREfDLpmE4iop4sSEMIoho8oaSWKIgg1JsKDpCURBwxQ0VD1KIN2IJNmwCV6SRhARGavixjRF0uh0GO34yaVIyEfFJJ8yokYKAQuFkhXtw1MPjyjRpSbJld3YJZOmRBynRcAnyfRqEYbSTkygOS4SVSyMyRZZE4xzWp6XmKkwmLYwoIfYqJlMXLQQj9PJi0vupz8BizzjOPdHR/DyPS/RJiYoK7Rw2K9ux+yvB/HjqzIouZkxJwfKIdNDGRwcZNeuXRx//PEAHH/88ezatYuhoaGDHNn+der1J3Hc1cfs21bsCkdcfDhaNM6O59ciu2woLjulxxyG9civ8tIJP2LTK1v4ncXLDS0xtklOFn1tFucccTyDXgdruneSKxrUaGAYCiMsI3EKLobbCgirMhIKI22FIKdICknajXq8YgG5Rg5W0UlCG8LQIggIuK2VCIKIqkdQ9SiYGiltCE1PEjcGEQSZmNZJTB8kqvegmAJuwYuGxoAZJGgOogk6dbQzZLQSpZM+NcC66Cr61QQewUXcSJHWRQx06tVG0qrMJHs+aV0kqmokVB10KJaiXFzipj1qI56CHEuSHLvOSfdcz4qWAB8MxdBCTspLxzHn7u8xuPIDtOAQgawR2BYchaVyDNYZJ2M97PSD2NpfPodMD6W7u5v8/HwkSQJAkiTy8vLo7u7G7/fvKxcOhz82S1xPT88XGut/IrvU/5FtQRCYe/7e8RDVxS0M/mgi0iVvMu5bJ7Ps6aXUu6By2b0cc/xcEs88gzWyg+9d9xw/KpnBGK+VTtFKkSNJXRRybBYMU6XCaaM3IZJjS5Jnc/B6cDdpPUWW6GeYOIKoqKGjoQs6kqYQMwYQEEnrIVQjBNgwzSQmBgI6aa0PSfSgEsWtlGMCVtHFEP0kjBAuwUfKiJAvFVEkFZKFA7fswCbpRHQZU8zCLduI6ik6EzqKzcAleDjKO4b1QQ2/KuKWDSJozM7KIi4MkDSdhFQLacA07YhynD1CMZceez4/LB1HxVCIBb/6Dis3dzBtznhSo69HffBZJl79DQTxkPme/NI5ZBLKZ7VkyRLuvvvugx3GAZEqP5yegoso/nCe3lXLV7Nxy3rmVc6n6+k9zDAVVKyMtZbgt9pxywJHFdr4Q3OcYruV3oSTWnUTiNUE1TQRr0F9fztFgg2XxcPuRAvJ/2/vvgOjqPP/jz9nZns2u+m9B0KHUEJoIkUBpSiKWAD1xK6nZzk9vTsVG+qdehbO7tnAUywoNkCxIdJBQuglvSebbLbvznx+f+AXf5wgioFw3jz+IrOf2X3PZ8grn5n57AxBCpTeyMKGR3iJNfSiPKLhp52IFkSWLGgijCRZQAQRqIBAFQEkScYTrsNpyUXCgCJBlIhGQiZeTkHGjEeNIMkqIUllc2ALDimeWC2dfd52kkwOYmQZn+Sjr8NGSxDsVg82gwNFgWSDkY3+NoIEKEpMp7bWT5opgCPOjNuj0RuZM665imXvfUxRbSpfzlnEBnclF00txrdpPZndM/Uw6WQnTKCkpqZSX1+PqqooioKqqjQ0NJCaevA9KS666CKmTp160LK6ujpmzJhxPMvtcHt3VHNm0c3cPtYN9V/RZEvhNItETVwSkZz+NL/9Ce+5k2mNaEwdk01UdBJsX8fyOoHJbKabzYo70sSU6J5IShCzQSYp4MNqikFVjWSYHTRGZLKVRFBClIX8OIQdCRmzHIUswKRYUCU77lA5UaY0IlqAiOZD1QLw/Ted7aZUAuEGwrIXu5yAWY5GSBpBLYxX8hFHPCYJ6tRGehu7EdAUfBoYpGjcKhglKLBFsdXXRG9bPOvcZlooQ/O6qNHsnGrPY0iMhfZ2lexLT6P6xUUEm31EO6PomWxj5NXnEtdcRXZ+F8z7ZGY0bKJ97RrwthMIBTp5L+pOmECJj4+nR48efPDBB5xxxhl88MEH9OjR46DDHQCHw4HD4eikKo+d3II0xuam0OzWSAp/x12Ld3D3Radz/4J/8Nnvn2R6Tjlv7bQQ9sQS2tdKs9JAKCgY7IwhpMm82rgHXygB2Rom3eElUzZS7bMRJUWxMbiVaGMBbUoj9ZJMiogFVNqlMDJenEoqZslEe7gWF23Em7oRkSIgy4RVD5JkAiSE0AiGXSiKDSQJlQhB4cYV2IvZGEeilI0bN8myg0Q5DZMkYzUIrBENlxagSfOToZjY0a4giyRKwxESTCbsBgvrfB6GWYpwWU20RVowxiRy8ozhbNm9mfqgRu7wwVTXePFUuxnzyF1UlNXQq9pP6zcCa5Yd5+AiLNnZnb0b/+edUOPDu+66i9dee43x48fz2muvMWfOnM4u6VcRQiDC+8/37H3zMyo//vaQ7VS3i9fueI+4+GSK+2Tx8apeyEaZnd+s5fnTHmDIrF4kzjyHCecNZFyXNoK+EFtcfhbWKsRbPchyEKNkoo/FSWPQTDAYy2ZPG5pqx4jGcHsWXaIi9DbEESfZaIpU04oLkxIm2WBC1RqRtDBGQyyKZCQg+QmrHhLkDKKUZKINqUQZkhD4CGkuLAYHBmEkqLUhCyM9LeMwalZ8uBGSiS/9n1ARKac8XEdLpJaAULFJMqmygwRDPBoQIkxCspNcm4JDzmBi3hQiqkyoOURLAMorw7w//S4KLppE//NPR6gqjRXNXDxmDq888x4XjLuMxLoSRv7lYgLbSvBu3nT8dqzusE6YEQpAfn4+Cxcu7OwyOoyoeQttx1wMYzYQ8QcI7tqMOGUQktEIgBoM0rbkPXxvPcroW98gMLU/2V1jyV71Mdn/fICuM39H0sQ4/OXfsqrKR2RLmEE9u1K+qRZJsqI4IjTJCkaDn2/b1pAWFyY9Ko2IGkM/aw6NfgMBCYQxgFcz4JPdeCKVVIabMco5tIpK4owZ5Bjy2BmuJE6Jxa0G8Kv1xBu6YcKG3ZiCIhT8opVo21BcwQqEAE1oRESANqpBRBCyAEkmiJcoYxJCkmlXW6iOtBAr15FhzGJHpIVmLY5kk5E0UyxNzQFmXHYSe3c0ULpiF9l5IWrVON6pWk2udzfvVZaz/voozr1pEn3PKMYZ+Yg+069l0KmFjBuYTeuCN0iZfhbZd/z0Hx73tj3sevwV+j9xB7JBOR67/n/WCTVC+a3RajZCeP+ch9zTBmKrWoXa3nbgdfeGzex95nUSLr+ejF5Z5GqLkfe9DV+/z+c7T+a7yiwqnn2FR178gkcWLCNRgN27hfYEGaQQPlrJ6JtBaYuT8c4hTMu2Mzo5Qm5MLc0RP+Oy6gioGrlWJxvcgiRDLOt9+xjrGEqM4iSaJCKqA5fmI0qxYZCM5JvyGWIdjSr5qAmX0BoqI6C1ESXFoaggSTKypKBqAULCh11JQjZYEZJAlSJYJTPdpX5IWgRFtpNvHEBYUvGKNlQRRJZktodbQVJIMausnb+Cxo07sRrCvLl9CdOGZHLTmVdz5W03oSkaa6q38O4tC3h3xkO4SnbTtzAbRVHIGlZEjyf/jqQo7F677yf3gyk+hriivnqYHAd6oBxDSsElKP3vAcCYlEL2U2+g2H54wLazeCA97zgbVs/dv8DsQC1fizc+n8HJdfSMWUNVSNAjPol2NYltTfV8VyFIcXvxh2wMjY6h5butVIfaCdOKRJBN3ibeqTJiQaYlYGZYsp9Eo4HB9kSqgu2cFz8OTbOQbUhEk8IkmI10tUbjUEI0Uk6pqCQogjiFEadkxyKMNIY2Y9OsBNVWTJIFq3AQ0XwI1Y8nXIM3VEuilIVBlTBqCqoUwoygUSvHI9qIIYcokUtvpScaIbKIIRjSEFqImJHdaZeCfNq6nkTrCDxhlW5D8vGYArTJKnfefxGTrxhOjxFdKJr3F6wpCQf1cWN5Mw9MeoyarZVE2g790DlLUjy5l5x9bHay7iAn1CHPb43k7HLg3yJQidawGu8TtxF17UKU7ELuu/cRvv5qFR+/8xEASp8L0QICm0NmwScusr/cQDdnkNje+xg2pDttzQolm6wEovzkOxXWNJup8RtZ7llHFB52t/fmrDQTThHEHbCw0WVlQGyAOl+A/nEBNvg02iIeutuiqPBYiJXSiTWHWObdC+F2UsxJRGsRupiTKPfLRCIKzVojKhFsUhRe2YkmtROW/CRY8zCpVtoj9TilJMxYMUqpVCnVRGk2bFI8BtpplT3kK/H4wgFkyY8sS9g0B63xzSyr3k7OewHOPrs/9i/3smDxA+T0/OFxLdMumcyrE28hfUhPRj147SH7ODE7nsd23E/rmwvYt3MXXf/+4LHdqbqfpI9QjhPhKUW0fYDtqvnImX0AuPSyWdw32kn4qe58+dpHbP+iBNduPzEtK7i7KIFwuZ/UyRNQc6+h5+3P83ppF4JJO8l0tFHaFs36ZgPxipNi0yD+0r2IogQTrT4bhU4D8bYAzWHY7lHoEhNmTasfixJibKIVTWqnPtKKHx8pZoXRUWmYZI1Rjiyy5WSE0HCaYkg1J9NMGQXWPFQRwo8XGYUCupIh0tG0ILFKMibFgVUyY8JEmpaKECqtihtBGKOqEqskUCP2slMtJUXEEjJq9PDH8/BlN3KSMwZ1SyOjDQNJzopny7o91O6sQ1M17HY7u/rbiBrXE4BvvtrAlFOv/lHfRsXYMJ88ntZepx7Xfar7MX2EchwI1xrkhAnICRMOWp6amox58DRenLed9W3fcsNpi2jcu5d9WaMpuvNPNH30AtWbS9n+ZitN324k1RukLdSVRS2JTMh0Ma1oDx9vjWHRzgouthWQlNrI2r3JyBEDrXjJdwToHm2mxmvEIPtZ315NrGLh87ZSPGGJPFM+W9tT6BNt40skXGGVHJsFDYkVLaVMcPSiv2EQvnAYFUiRMqnTqghJbTiVGHaoLUhahAwpi2RDMnXCi1FSMAojjWoF8STgkOOpDpXR15ZDSMvBKdlxB1y0my24fBFCIkxrbSt1fpXrpj/Myq++w2FSGNKjP0PP6s+F519OYXEBANm56Zxx9phD9nFdeSur3y+l6Hen/Oi1Ba+9x6aNpTz08O0dvm91B9MD5RgTvnLUteeiDP8czZRJ284yLDYD1qxEkBTiTj2NxQ8/T0isJVNUsF5OZMmCZnoMm8/Ohf8mWG8ksSiP8s2ldHXE8rnbTVqsxnMV8Gi2TBQpvDHJi6vFT5sIMn9fFC1BM0WJdYSVIBnxrTT5U/nEVcV5yf2wSyYGaGl0taXR2xbHgsZtrPdlERZxPFP/OvHmLLrLA+hmzESTQtT66zDLsZikEEICAwaiSWB7sIQ+5h6gSkRJsTSEXchyFC1UY85RCO5xk2gopJVmcuQM/Ika+dZk0tITMG0yoKkRXvlmIX975Q6Wvfopk+My+WZLBU+9fRu1ZQ10757Hzu0VXHXG/bz91k2kjehDRmYys6889Hdzeo/rQ+9xfQ75Wk5uBpqmHcvdrPueHigdTGgq2s4PkLtNRpJkJFs2yujvkIwOvpq3hNCil8ke0pvW+HoGTYyjRbmCKY1xJGVWsPybOBaVJhIVauHFmzYz/OQ4orM0Hnx7LU9Oq+SrtT24rriCiJDY/mEPNtTG0B60EAmY+bKlAW8jTE6WqPAaSLYpSFo0561cz2PdErkpO48drfHs8QY4KaYHHzX7UMMG+psHstlbT5tWTaF1MMXOrqz0NOMK78Htj2ZCTCGftO/CIGxImo1MzLSp9YS0Rtq1JLpbUjBLMh6vBQ8BYuRomspbKDIPQAbsIgaj3Uh54x40FfbuaKJ3lwRC9c1QbSDO7ODeF//C5w8s4oa7z8ecEscj57zEk+v+zDknn0q2p4WGTXtQZQOZw3oc1T4ZNnwgw4brd2k7HvRA6Wht5UQ+vApT6gBw7j/BKBn3z+wtHmkluHcDbRPv4PNrX6JXwwusaPPil3xk94omtZdKr+xZvHHplwztUkZatBVjWymn5MbhDrdizdiBwMYX67vxr3M38t7qXFQpSFCEuL4QXG4bQV8jvdtt2E0wf5eRyalZvF2l0TMqBlUz0DUqCkV2c2evICuqPSAZGGgUWIxZxJFBlS9MssGIWSSSZ46nNdJGHyWTFf7v0ESQnuZM4k126r0QpZrQNJUvvd8SLaVjUuw0iWaKLH2RZYm3XPNxSKnEK8MZ7ehCfbuK2WIgNtFBQyiEud6Ov9mHEIL+F48mJsUJwGOrbmPBuwtIS09j5k3nsenFZZS8+vlRB4ru+NFPynYwKTYP8001SM4fP1ze1mckMXM3kTOkOze+fx1lbSOJHTCO8+bfSqTXdBySjNlqYYlYT43UBXNeFFqUm9OyqjCGDXTrEs+363tTsjuXqxYrPLS+GpOllbe+y2P77mx8bif2aDfx8S5a/AYKEwMMsiVTJspY3LKZqoCLoCYxv24DW90qy93tuFSN5qBGjJZLa0hCRiLGAKqaSliqYJPbg18YyTNl4cFLm+Yl25JKijmLGtFIZaAZj6YRLcexJbyaDCUZt+Zmp9/FsJgpFBcMIsVixhcIolpCNKleEhKsWP1h7rvnIr7842tcVfRX7ii++8BhSXp+Ikue2MnutQ0AFF5yKqc/9eOTsboTjz5COQ5q/3wZzrMuxjZwOO6KZjb9YyEnPXotDcVXk+d/nWUPbuezkigeunAo/g/uZqJdIze4EnWflajeCZS9l8x7n5kpmtZKnwE76WoJYI/O5QtzFG+UmXj/3HW0t9swRCQ2N8h0dWgs2peEw6gwIq2FEfZMFtXWYTfKBLQ2dgcqGBCfSYJNsLJa0MdhY2WzC7tRJS9KpiUSwhAdApHCxCQjy1ztZBjiKCCPaMWHJvkpD7rJkXpgkxVSzDkoVg+2YBRthFA1KwkWM6lmOyv2raGHuTerIx/Tr2chhf4Cli/dxZ/fupJ+J3cjsSCFtx9bRq/TByDLMts/3siWt75lVKyF3//1d52963S/kD5COQ7sY8/AlJUHQDiskuh04Z7/MGMmJ5HcbQBTRw/iX188QkzSPvy5iVw1rY6ofntYWdbA/ffkUSPa6F9YyUmJK/jzO1ncvb2VMq+X2ZPWcfnAej6riscU7cWY0MTC+npW1zro7pAIqwI/GqGInTExvRgQH+S0rFqe7HEGVR4TA9Pc9HbATl+Y4hQXg5OCuMMO/OFEGr0xSFhIsxkpipaJMdgYYOlGN0s/TDKkmKz06ZaB0+Hkn0/cQl9DGhlqPs8tvotGyukS7cAmqQQNTqKMGlN6n4XNn8C9Gx4iYA7z+IMvceMFj9FlVC+mXH0KPcfuvzSsGBQyi7ty81f3EpMQfdg+bW/1ccu5T9BU23o8dqHuZ9ID5TiIHjMJJcZKy54aXjvjAZw9N2HIyCPywXTUqs2okThkazaKJULfi87Ek6LSXGEnI9bLNZd/y8Y1vagtz+XDZSdxqiWP6zJzMbi74i9L5+KJGxkc6yVKBqdd5cFxRlITNKoDCpmxHuq9Fja1GdgdaGBQXJjF9W04jSFExMY7W7rS4DfRO9rEx/Uhljb4CdKIzeSmiyOAXTHxdb0TV8COLAXxCx9ORcZpMDIrJYt/b/s36WYf797/AWaDilNK5OXrF/CveXeRbIjgCgkKrdmkFuSjYaQx0Maab0uYfNcQTh07gOgGH3u/3saye94mb0g+aijChoffRAn4sMbaf7JPFYNMXJITo0kfZJ9I9EA5DkR7KZFVI4gxrmL6FUtIOe067Kecw0fe+9Am3EXs7/5I7bot+LsOQOAiJdLAvlAa63ZHkdwLBuVU0G9AE6ure1MbMGKPcZGfUYXba+Gtt8eybkdX9rU4+XRDN/aWJbO9wkzQtIEJuTXkxlVyWm4j4/PdIAeYlB5Dqwgiohqo8hnJjG8kzhKgJljLKQkKT9ctY3ewnk2+7fg1F66wHyG3MzghQpwpSESo+COwt91Oob0vEy89jZRkK6lmgUEOoibZeXPex+zx+sge04vuOcmIBAlPWYR3Pn2WV59bTMRjYtiYYorH9GLRtS9S4Ra8ccc7uMrqCbS002Xy4CP2qc1u4U9PXIgz/qeDR3d86fF+HAhTHnKPF5ATikm95iQkSyLeBRN54/GudBnQDbO/Gddr98CpHmx9p1HvmcLUy3ZR86WC5xMZJWTgm1IDp5/6Lku/TEAyReh50na2fF1IrEHl6/IEdoTdSMLE8Gg3ZV4nydEBKtokSmrTqZRaSYo2MiyrjUh1Chu8rfS3Gkk1C8wGlXRbG7NzUolVrNyWcRaaMOGIceO0BNje4iYQchASbaTYLTS2K7SFNZISLcyWEmha+jXtdfX0tSsYfAq5tS20BSKUhWRuvWkCa257ga7nDaV5RBv/vvQ5nlr2VwC2rN9D2tjuFAzrQtOualY9tohP0h1ctOaxTt5bul9DD5TjoO21R9DaXcT/oZiIFMsnt77GyPGTmP/NOBYu20zVmw/Q06Cx6gULlX1auDi8gpdejiI3S2HoGAeV61yU782geEgiMWk17AkmUfbWIDJ7BmlvF2TH+1hWkUmQMNUeI3nONm48Zy3e6kR2tCusrPTyz3Q70dZm2qy7cITyqWl2oAqZL/bmUpzkpldKOR6XgdaQFVkGLQI97QGiZBl/MMRH1YmcnBZEijazvGEfKW1p9L7uTBo/XYfTFsZf2INhFV7iT7IwMjaV6C9Xc/Y5U/jXE69w54zneHj5H6lp9NNU20pCagxL312NzxPgL/+4hC6je5E6vAepXVOP3Jm6E5oeKB1Ia/4UzV2LIXfWgWXCs5foofEIbwIrViynYd1qli2sY9D5f8AZm4tFXUvvjAiOqJ6c+cCj7Fp2Nl9tHUffhO1kOHysXJfM89ts3NC3hMjGVPKcGqtbLQzuW8/I3HbaJR++/D34/COoDbro4VA4Y8h25izuRlx0gMFJYeYk+fH47ZjcTsbm1bG5ogZbSOWT8hzMhgj7vGZe3ORhZqqPKGMU7cKDwyRITrQSqVIIG0IUp3nQImYqXB7saSa6CgnXwveI9gZxOp0UnTsI04LPueUfT/LCzbfQKz+Xi3teyPYlmzn3d0NZfNe7lHkD9NleSUJqDDfee8GBPpIVmdy++t3Wfgv0cygdSK1cRWT+DQh/6w8L3VuRmj6AkrsgvJis4W6GXDyITxZtRtv7DqPTllJR0Q3D1CeQZAOB6ixK/+Xg05V5zLm/L28/lclFA6sIR7tYUmOgdGcMfz1pD6OQqNyVQOnObB58v5iM3G08VrmMGn8b2/ZlMdwYj9k2iriseuL7lvFpo5tQWKG8xUlOYoSytjh6ZlSzyleO2VpHaVs7m70mxua20jMhQGHPLNzpowml2nE4WrHl2XHm2ojGRmKtgZE2L8kRL8kjCmkVDpbd8CJs38aIgsGkZySz/IsWLrpyNjPnXcS5c6fTY2R3YgeaePDhpzpr9+iOA32E0oEM/f6MnHoKqtaAgRgApLRJyKkT0BhEcWZXlOyLkT0VBDxBXMtuxZSp4HHl8d3Cv9ErLkL3kefj3/lvNn5gJd7eQr9LU2lcFk8XLZptcjsuXxxhg8zOFjt7Wn04sqt59dsNnBHK5t7RvTm/OJU1K1S+qfawobWU09Is4LHxz70bSUntyqdrCpk3dRMFOY1067qV7o4sYq0qi5pULNYq6tryyDXLNDV4CO/YTJc8lYQcG03ftfG1x0m01YCdeNY2y4w8s5C+15wG+3Yya8oMHn9pHo75S3n2lS9ZumsdQz/oi1E4mHjFyUy69XRGeUYR8Ac7dyfpjil9hNIBfNu30fbFZwitBb9/HuGdl6F5y/+/FoKdXxfRsPR5mlY9QuGIaPITJN75Rybh0FScY4ys/VcVze98if/LVxh4hkZDdBzbAyZeeqaOdAMsbC9jTbubG2+288W6bny8rYDh4/YxLM3PF2clUe1KpaRkAAndljLqpK85pU8ZmYEa5r7TiwteyWTHvTaq2zIpcMKS0kwyMvZRsq8vVovK0u353D4gg6KEOL6qt1KBi68ad/JKjZtIewshk4W+5/Zj5OnphKJdpHVzUjy2B9EpcVRVtXHL2Q8TipK48HfXkFvYl6oKN2dOPYX0Ljl88q9vCHr3h4jdbiMhMbZzdpLuuNADpQME9+3Zf5PkiMC07F2M2kAkWxYAQoSQJCPJoy/HmFiEPcuAGvRRfdefmfTweUSPnk5sTQOz37yRuLE+nnpnLXs/r2VSyipSLGE8sht3agw9i9uZcKqCY/R1DJpcQ+qgKj4qSaDNY6NvUTnnnLKOWdM3U12WQL3LiWqOZ1ZfB1jaiZgaaN6dzqBEaFXD2BKa+HRnTwZcczndZ/dkC808WxNNQ0QmGIrm2/YGup4zjgt7xtEtowZXUzXhLWsY73mD9fUlqNYqznr6ckbdMoU+I7py1dxzKSvfxtKlC3GF68hPzuGk4uEMObUf/1z7F2wOa+fuIN1xox/ydIDY0yYRe9r+R6gaz9kAzq5IkoQQAo/nb1itZ2Mf0BepYjaaZRsGWwZZD/2duDyB1vA09m4z8bfb2PZFNCKSxcbFVmxJYc7q0sAt910AK26kcmcelZE4TEtmYc84hxnOBVSkJ3HVA125sNhMsU2mb1Y1O+v68/nn8UgiSJzdhRSO5u37f49pxXxy+qZiKFGYNn4Tb78Xz4YnHyK5V5DsYb0IfFqDzebnyoFbWBzoSmKNINwKL21K5ZmaUgbF5SNZ+vH5hnswWywoRoXWkp2s/3gLzz34BN365dCjR3fuuGMut82+jj0fbICrRv+or8KtbpAljI7Dz4LV/ffSA6WDSTH7bwYktDAi4sG8aiGlIp7FD0/lsnw7a8P96H7pQObNep45X3XDGmkk9cwJNG7eTWNFV75oWcbzNVFcU5BOgVlh7TP7KJw2mbiCWr5+I4H+xbmYWtfQ4Iphx64EzhzewpS8eiI557KtqpGSzT6GnlSLw96KxxUhLtqEbeuj2PPBrnzI+Scn8+DCQcwcVorcmkloi5k1DRUMtSSzck80BZOa6O4dzslXTEYZV8IjN37Ko5OKGTO2lkBcX5Z+u4O+PQr4x5n3MiPPjSExjadfeIL+JxUBsPzz99n72Saq9mwh0NCMJSn+oP7Z8+jTKGYzXW+//rjvG92x9z8ZKJHIDmQ5AVmOP3Lj/6A1LkEtewxj0Udo4XpkY/KhP6PxVTTvRkw959LNWUzytkXI/a/CvHQjWd0SuGnRVRiiviaoZBJ+pJAdrZcSiIvn+dvP47P3X6eft5ny8lwicSruymZsoXLGFfvxb0zA6KqjNCGbxN0G7CelYkjfza6vN9KgeMnNUxhatBe3bThylUp+zwKSbN8SkBUcDpVhOfGMDK5E6n4jWsbZfHzV45xvqOc1r8zV59jZvceJqbYEefFebLa9TOgaRfe0EObkfrjXruaeZ5ZwY3EMe8sTyHv2BpZccD9n3Xj+QdueN7aQ7DVPo1jMP+qX/JuuQvr+KYS6357/yUAJhVZjMPTAZPrlgSI5B6Lk3ogWrsdffQ3W9MeQjek/amdIOAcROwEtXIvkeoyU6z8BoGj5najb48gYch2a1pVnZ97IqCHD6Zf4JNZeKUT1fB5byxBWvbuKel8bZw1rJv7k62kveRbhqcaeaKJtKxTFu9iWZGbNViMJ2liizGt5YlF/5t2yDnO0l3n3hhgRbWT8wpGILx5hwXPjqayKY1y/7XTPzMFc/zymrE9ZXzmA4T1CzB+4AmN+ElrveIzt37Kl4UKiXV5OemYutu59idTsI16LZkPJBLSWOi7K74fWWsfEl/+AI/vHoXqoMAH0Q53fuP/Jk7I224WYTEVHta5kSkBOOAXZmHzYMAGQlGjqq4xIhkQUWz/a/3Uevg+uw37eZIyWLYiq95Blmd79c2j05ENGPEvf6cND59zPRb+7guTR+XxavYJ3l29m5aIIJStO4f17uhJcvwpXfH/i4reQXRwiMzqIaehu3ooezst/rsPZGoVQDBQM7UbvCwJUf7eCtRV/IS2llZ6ZbTRHD2FLeDSNOwvwhQu54qIYLMJKiRjP7sQrsE2+E6XPheRdeAm71iWjfh+6b1z7Jg2WAbz89Bq+qzQBsGfu9dR/9cEht9/99jzCe0uOqo91/73+J0coHeVQYSI0D0H3QlTpTK4dci+DZ8Yx64aric/fBA4VOeN8aNmMtuEmpKCLouS5RAq6Y6io5awZ65Ed6UydNZzgxs85fUIWz33UxsTyb4hr2Iwl2cSKvVfi8zv5rKGdCUW7iYrkEVSHY5NkDAnf0bLZgN/Vm4nDV/PRZ2G+eKiK6876nO5DmoitSEHNKCUcN5LYZBP+pnz8W77GYLKz5BOZuC3v0GdIMsbTHiPG08JJQ9fSVrqOnd/sZIVrDwOiZQK+IOFgBIBdsedSu9VF7//oA7W1Bc/7zyNJAmPeoe/zqvtt+p8coXSUcF0NjVX1TBt1C7VVTQAIoSI0N1aDn388a2T6NT7eXbAUWbYTYS3hpjcRGaNRx7+GKH0Qw4Qn8W0fQfOaWHL7GcmbOIn3Xw4QW9XClafHs2fv59TFDkHKS0DtZaa1RxQbd2/HoPYkydjK8MzVDCysp1dpCbW7ImSe2YwjGMC/3YUz8WymdPMTb0jAnjMJy9RTeO/9IdRvT4akWwjv2UhUKvQancmtDw/k2meup70pkYryamR7HPbbP6UtlER0/cv0GRIkNjOR88/uRfH39y45/U9nMfu52Qf1idrSgNbWSMqz3xJ91qGfpaP77dID5Si88fBSKnfWUz3nJrTVXzBqwiAcMVFoWhMh9TMssdciCQNJ/lo8Zdksnv8W4fwzMdVUIe1ZgBaupM1TTu5FdraWJOKY+DuiJ/QlUnAOYaOV2dPCeCdEsf1picZ1O/nymRU0BrtjziwkwbIL1RZEsgVpjD8XX3wa7fviiO+VzhvzBxPKfxp5h0pscivjLnQw8YWbIbaKG6+zYO52FRd/PA+pqg4tLp+531Rxx8ZGYq96APvk2bTXRrH6rw/Tq/sYNn+3DTkhh15nDyV/eCZXXjaNBHsUG39/N+3bdh+2b7yfv03b648gmy2HbaP77dIPeY7C1tV76TYom95z/4lij+Zaw/5u1EQEWU4CZCR7Eubz59M74ubDlcUo9gJESimEG5BMyTi0Lvxx+hLSpR2Y0ofywd3pjJj4Ida0VIzhCJGoRHJmjSM6NZ7TenkoMK3Dcc48PvuwnLD3bcrqmrEXnQdlvTH6PiKrMI4Lh0zFmbgGd2YMz6wcwh8uGcbWDYL009/gUvM62h+ZjOXKxbhiCrjr6rcZffntxKc7DmxX3MhhnDJsMGt3l5OdmMirRb9n0uu3ETd0/+NUZWDkJy9iiDr8RLXos64ENXIsu193AtNHKEdhzptXUnhyNwwxsUgGA6JlI9qu55ClaNCiCIXW/tBYUQiZ16KJ5v2XS5UEApWVBNraueSmeJRvn0Fr3Idl2HACpt5IGQpJf7yLk657ntLnPmLjU+/Q5jYTnPAcSlZ/UsOLiEqqZOJ9JhxZz5J07nBsuUW0lZXQfeoIzOkXEzn7UURcdzxlW3lkxnO4ySTxq0/xhPrx5MV/YW/4SzKzJYYMG8SIEUMO3rhQgPTKTVjiojn5ocuIyU056OWfChMASZKQDMaO6mrdfxl9hPI9TVQCKrKU84vXDbe9j9K4A7peRjiyBjBhZjBChFj1VilBfw4jL7AQ2ftnPHXDqX39Bf61OotxV8cy9r71SJLEkMhCtJ0ScnFXZMmEEALfkPH0umA4fWaNo/yZ54gtGIQj0c2ZozVefN/IiKmPcOs179CvXxbuT/phHVtKzthBpHdN5KZbNyFKH+SpNafwzXef82KDmdcWPsPwz1aSE7eDpOwE5EQVdd9noAaRzG5AJqIW0v7BAqJOOo3ssYUd28m63zw9UL4naAeOcqieOY6ILZ6Q+wnMURORpf2XWv3NDxJ0xxOlmNA+7gV5k3AMHog3dSnXbdmEc+h1ByZ5xc68HqFpRAwbQdNw17Wx9q0NjLh0DEJ9k56jXkJd9g5X3nsKw/K8nDlFg8p3GTe5mPpt++ibtZXY7fcStg3HMPBihKkNefJKDK636DewL5fe3wPZmsSQCZPQQuPQdpyPZM3B9elcrJFqqmKvIKuvA2vPAtIeexvhr0f9ZAzyyLeQbBkd1Mu63zo9UL6nSD2Pel2TYSghbR0ySShyOpK0f1KX2XkxIy92ImGEumSk9MkA+IJXo+YaSE9Mwr9nFiYxHC3aQcBShinSG82/FWfqydy7Yy6KYuDqS9eTbSrg/FiVe+8bSdOzb9LD7ydkaGHE2HLueaWFxKlzMDZdzlePxOFqmMOIa9pInnYJijtAgr2FMacMA6Dp9ZfxbfmO7AffA+DGZ5dyypQuVD+1g3OeHE+XAxsVg5RzPpjiDtrWmqpG0jISj7qvdL9x4jegsrJSFBQUiMrKyg57T3/pOuHf9O3Pbl+1q15sWL7th/V3lIiIu/WgNq3rNoqI1yc0LSyEEELTNBFuXSpCGy4RoS23iIBng9AqFonI2+lC00LC7XlAhCNlYtfOfWJryQbh3XqaCLV8LL6791FR/1g/Edg4QQT93wghhHj55VdFamqWaHjvcbHpptmiZckiUf7wIyK46o/i4h43Hagt0tYqgtU/9FNbi0eEQ2GhquoRt3H11yWiwDlFtLu9P7tfdL8tR/pdOyFOys6ZM4cJEyYwZcoUzjvvPEpKjv8MSyEEgU8eQWutBSC4dQOBktU/e/01n2zhncc/QwiB1+Wlad59eFd+9v17R4jUvcqeufcT2Hgb7a23oWmtEHEh3JsgZTCafSAlZ95FIFKIPHEzkmTEaj4bRU5j0xd7ue/yRSgxE5G+/gMFZ+3GMWY4kr8WJRBB1eqZNm0KS5Z8SHxRMT3P7kPorTuJNDch9/gLs+6cTn7f7w9b1FUYk/ZPf9eaviCq6jYMRgOyvP+/QsgXwlXtOuQ2Fg3vxYernsQebTu6Ttb99h3XeDuM5cuXi1AodODfY8eO/UXrd8QIRYuEhOefF4hI1ZZfvG77N8tFxTXnCiGE2Pj+BnFrt1uF9v327H/vdhHcOktE2vcItW2rCDW/J4QQwuMqE3+45HQx79F/iZVfbxRta78U7g03it2vPCo0TTuwfmONS5R+8K7wPz1RqJUfi1DrZyISrhCqp0RomiravY+IUGjTQTWpbeVC81T8UIMWEWrEIwI7LhCqZ+P+Ze6tQi1//qD1lj35qZg7eu4v7gPd/4Yj/a6dEOdQRo/+4b4ZhYWF1NXVoWnagb+ax4OkGIm6av5RrWvtWYh08e8B6HVqb659KxHJ+P9dOpUtyF3+imLc//RAmR64mtzs2uGmqtaG5nuXhOR2hkybxY4PXsGSWQWhK8C8/xJtnKOSmIE2hGMCcsYEaisb2LehmhGj++//fGUCgfq/Y0h7HEmO2v+Z2/+OFmpBGfEaAGHXv1EDW7EWzOcf1y0gObOO8/84ASn64AeQnzx7JIPPObrvOel0J0Sg/P/mz5/PqFGjDhsmbrcbt9t90LK6urrjUdphKTGxRA0aDoDRYiSj98FXRYKBcnye5wmFLyQ5tQua1sqiBav54M0VvPH77yDWSqRPK5IxhtyT76HhjRfQelbQ+vFHmAoSsbQ+QqTPqZiH/xmA5Z+sYdEbHzG46AwMrhYkazrm2Nk/hAlA/lVI0WkHfjQ6J2GwjwJg+ORC7DGHnk9itBgxWvR5JLqjc1wCZerUqdTU1BzytZUrV6IoCgAffvghixcvZv78w48UXn75ZZ588sljUud/0kQbEpYDV21+um0jmmjBIHf70WuBegtvXN7MSQ88S0zsaYQjW7jo8quZfpIDpddf0MJ7kds+RYR8ULEFpb2Zb++8kbzT+mLtbUFs74pmcSDUNpAdzLpsEufPTCbcsh7hKUEIG5aEvx30mZH5Y1HGPQ7dpwEgKU4kxQlA0ak/XNFyr16DrXs3DE4nvgW3oOQMwDzsvF/Tbbr/YcclUN59990jtlm2bBmPPvooL730EgkJCYdtd9FFFzF16tSDltXV1TFjxoxfXed/CqufIUuZGJUiNFYiVCtaMIDRNvRHbTXRjKZVwyECxYhgRGEXuve8BNkYi8kwlMjuzQRe/CO2R75BiSpEiSokvPkjQu/eStIpUbgSTqaJKaTYeyEXXYXpP97TYC2i/a35yOlOFJNExPsmyEkoOUVI5iiMF68B+5EfnFU175+kXTqbmJEnYeh+EnJ81tF2l0534pyUHT16tCgrKzuq9Y/FZWMhhNC0gNC0iBBCCFXsESH/18Lb9LcDrwdCH4tA6LOfWN8vguFvD7yHEEL43rlbeJ6dvf/1SPjH6wR9IhIoEaHQeuFpf0poWkCobetEfcnjYuKEC0VtTf2Btqq7Rahet2iZc5rwvTZSuP/aS4S3Lf/V263THc5/xUnZ2267DaPRyHXXXXdg2UsvvURsbOc+cuH/P9SRyUO25GG0jDiwzKAMRDrE16GEGsG78O+Yx51NJGoH4fBGbJbZSJIJ8+hL0dzNBDd9gblw1MHraRqSyQqaAM2DomQDBtACmA0++vbrgdXgR112MvKwV5Gjs1j3wme4uZgxM6YjNBVJVn5ym0TEh2TQL/vqjo0TIlBWrVrV2SX8iBAqqrYXg9L1sG0Uef+MUU3sRSIDSfr+wERTURsqkEJGTM7xBALzEcKNJCUgx6QSqa3A/cLt2C7+G01PPUTWc4sINrn4Ztp1DHn5QaJy+qDIYPx+70gxwxF7ndx8VgRHXAqhomnIpmqMZJHSLxtn1v6p/kcMEzWItrQnctHLSIkn//pO0un+wwkxse1EpGkNBILvIYT/J9sJoaKKDQhaAWh9+jaCpatxXvdPDCk5GJQU7FE3Ics/nBcy9Sgm4fFvsHTrQ/zsP+x/5MbGtygc5caasf/bvaFNS2m753SECBLRvqGtpITWdZuRFDMGx9nISjcCoaWkDUik66mFP2ubJMWMXPw6xA0h4l2DGio7mq7R6Q7rhBihnIgUJZUo641I0pEyV0X4opCiYgDQLIn49lVhKfzptSRJQrE7sA/dPwfHNGgShvxByIb9owxDbn+sk64HNITwkzqjOwY5d39tchqRDc+ixVZC9i+bMyLF7z+hHPF9g2LugWLK+UXr63Q/RR+h/IRDhUlleT1zbn0aTdMQmgd/41zC3uUIzbO/QUI+gcraH623feUeLs35E6FA+KDlmmgmom1HiUvDmD/gwHLZmYip/3gkyYpROYVIpBRNq//h9fShmMPFyPLRnWeyJN6A0THhqNbV6Q5HH6H8Qn5fgJrKRjRNoMhGFFMXTI4zD0wqi5t0xiHXy+mXwRXzLsD0H5PGNNGCqpVjkLv/5OfaLDMP+llO7gPJ+28A7fO9isk0BIPh8Od7dLrjQQ+UX6igRzbPLPjr9z8pmGN+3vwXS5SZool9f7TcIHfFIP+6IDAYCo56pKLTdST9kOcEITQv/ua/o6mH/qbvT1EMKUCg44vS6X4hPVCOsVDFXhrnzUUIAYDwl6G5vjxESwOyIeWHS8/fCza3seb6hwi1ug+xzn5CNKBp9Qgt1JGl63S/mB4ov0A4tA2v+/FfvqIkHbjVo+ZeS6TqCTTPwfd8kWQzZufMg7/gB8gmA7b0JGTj4b+wZ1CKkEvfQFt72S+vTafrQPo5lF9AUVIwmgcftEygInH4CWWmrDwSr/7TD++RfA5acC8R91KM1hwk5aef9WuMjqL3LRcfsTap63VIWvCI7XS6Y0kfofwCshKLyfzDYycEDWgsRBD+ibV+zJBxAxF1H1q44267INkykOz5HfZ+Ot3R0APlV4lH5uT9N6H+GeZf8QK7V+xAkk3YMp9EsXTsZd5Q5Asi6s4OfU+d7pfQD3l+hf2HOke+RcD/yeiXRXSS48gNj7YeKR5Jsh+z99fpjkQPlOPo5KtPPabvb1T6HNP31+mORD/k0el0HUYPlGNA41s0th+xnd+3kGDgUHNSdLr/TvohzzEgkQEc+SZGBmOv/Q9Y1+l+I/RAOQYkMn9WO6Px6B9/qtOdiPRDHp1O12H0QNHpdB1GDxSdTtdh9EDR6XQdRg8UnU7XYfRA0el0HUYPFJ1O12H0QNHpdB1GDxSdTtdh9EDR6XQdRg8UnU7XYfRA0el0HUYPFJ1O12H0QNHpdB3mN3H7AlVVAair67i7yOt0uh/7v9+x//ud+0+/iUBpbGwEYMaMn/ecYZ1O9+s0NjaSnZ39o+WS+L9nZP4XCwQCbNmyhcTERBTl8A/d6ix1dXXMmDGD+fPnk5KS0tnl/Cz/jTWDXvexpqoqjY2N9O7dG4vF8qPXfxMjFIvFwqBBgzq7jCNKSUkhIyOjs8v4Rf4bawa97mPpUCOT/6OflNXpdB1GDxSdTtdh9EDR6XQdRg+U48DhcHDttdficBy7x5B2tP/GmkGvu7P9Jq7y6HS6E4M+QtHpdB1GDxSdTtdh9EA5jubMmcOECROYMmUK5513HiUlJZ1d0mHt27ePc889l/Hjx3PuuedSVlbW2SX9JJfLxWWXXcb48eOZPHky1157LS0tLZ1d1i/y5JNP0q1bN3bu3NnZpRw1PVCOo5EjR7J48WLef/99rrjiCm644YbOLumw7rzzTi644AKWLFnCBRdcwB133NHZJf0kSZK49NJLWbJkCYsXLyYzM5O///3vnV3Wz1ZaWsqmTZtIT0/v7FJ+FT1QjqPRo0djNBoBKCwspK6uDk3TOrmqH2tubmbr1q1MmjQJgEmTJrF169YT+i9+TEwMxcXFB34uLCykpqamEyv6+UKhEHfffTd33XVXZ5fyq+mB0knmz5/PqFGjkOUTbxfU1taSnJx84HtRiqKQlJREbW1tJ1f282iaxuuvv86YMWM6u5Sf5bHHHmPKlCkn/JT7n+M38V2eE8XUqVMP+1dx5cqVB35BP/zwQxYvXsz8+fOPZ3n/M+655x5sNhszZ87s7FKOaOPGjWzZsoWbb765s0vpEHqgdKB33333iG2WLVvGo48+yksvvURCQsJxqOqXS01Npb6+HlVVURQFVVVpaGggNTW1s0s7ogcffJDy8nKefvrpE3L095/Wrl3Lnj17GDt2LLD/W8ezZ89m7ty5jBgxopOrOwpCd9wsX75cjB49WpSVlXV2KUc0c+ZMsWjRIiGEEIsWLRIzZ87s5IqO7OGHHxYzZ84UPp+vs0s5aqNHjxY7duzo7DKOmj5T9jgaMmQIRqORuLi4A8teeuklYmNjO7GqQ9uzZw9/+tOfcLvdOBwOHnzwQfLy8jq7rMPatWsXkyZNIicn58B9OjIyMpg3b14nV/bLjBkzhqeffpqCgoLOLuWo6IGi0+k6zIl/kKnT6f5r6IGi0+k6jB4oOp2uw+iBotPpOoweKDqdrsPogaLT6TqMHii6TvXRRx9x3nnn0a9fP2bNmtXZ5eh+JX3qva5TxcTEcOGFF7J3715Wr17d2eXofiV9hKI75ioqKhg8eDClpaUA1NfXM2TIEFavXs2wYcM4/fTTSU5O7uQqdR1BDxTdMZeVlcXNN9/MH//4R/x+P7fffjtTp0496P4lut8GPVB0x8X06dPJyspi+vTpNDQ0nNB3q9MdPT1QdMfN9OnT2blzJ7NmzcJkMnV2ObpjQA8U3XHh9Xq5//77mTZtGk888QStra2dXZLuGNADRXdc3HffffTu3Zv77ruPUaNGceeddwKgqirBYJBIJIKmaQSDQcLhcCdXqzta+u0LdMfcp59+ypw5c1i8eDExMTF4vV7OPPNMfv/73xOJRLjtttsOaj916lQeeOCBTqpW92vogaLT6TqMfsij0+k6jB4oOp2uw+iBotPpOoweKDqdrsPogaLT6TqMHig6na7D6IGi0+k6jB4oOp2uw+iBotPpOsz/A4PIFAqx5RulAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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1eBFB+F8On5eygGOtR+x6EmX0N2hZuhlf+Uqqxh2EIqoBA0mA3Q+T/x6YXDbiygE0cRS22wGkcApd2PZ6NN8IRHwLIjIN3TgTKVNIMq+fD0z7FVRlBKrSgOWsxJEdeLUPAWA7rShKKQI/jtOGpo1FuiYgEMq/vma30IlQIoBE6OF/Wz7vRGdnJ8ccc8xb/q4dMC2Uyy67jMsuu2zP56OPPprbb7+dceP2fh4fDocJh9+dwio68Amq3va+CofDPw15l3IYR25HU+bs/izWosgIrjUI0mH9o1toOChMxZg2XLsfqQqkDKAqPlyhoSkzXz+PjpRdWPJhIIMiJiH0YXS9AU09CaXi3D03Rl3ZiiO3otCIktWRvXfijvwyyFIUdwSaNm1P/jR1JAC23Uw2+ydCoW/jbvkaaCHU8de94RqdgYdRIocijEoUTz3uui+Bk0McdMd/UKr7zgETUIqK9jWB+oY0iYWUKQBspwXbbsFQj0GbtLsbfdZPPgJAPvkbXHcTanACUioI0YSb34L05hCKDyFHk4/tQC/pRRF1xFqX442MJRCdysK7VzFx3lhGTAwjpYuqTMO2d+GSQzUaUCMnYcnl2JnVKIkX8I/445vkPUAo9B2EULGqJ6Pqo9/kasCJPY7w1COMyt3HTfwO7MdOxwEbUF544YX9nYWiA5xbyKN4vG+6TUoH01yKYczda9U+RZQj1CNfv7/iYq9ZhlIWRx07HZlVwdiJkIdghOfguBuQ2Rz5fCWtW19m7MF5HHMnqqcRSQ/Z2HMEPDPQ/BkcC4RSIBe/gVFTIuRSfeTzBYQawtAnoIpGnORqHA20yvNJDD7PtnXLGD32oyjWQwgMpGvh834Ix+4kk/w5weg14LqgRxC+xje9TmPCXXt9FkbZm+73XjmgnvIUFf07LjuQ5MltXk/LRSfj5NredD8pc1iFV5Hu3vfb8uaTmNbTuDyFqo7GM+FolNFlQI7mJa+Q2tXNsvO+T2JtDJkM0vPINtzcNhQ1hdDmIjxebPk0Luvwl34KRQsj3SxlY4N4InmMyEk0TIowYkI/rtuJpo7DlTGE8CM9BrbRiysz+EPdTDtYpbSmcvd9HqUWIXYPv1e1eoQowzY3YiWfRqbWouljkE7yTa70wFIMKEXvGxIXyTYghXfcJGq+exmK780b2YoSJBi+CqGU4MoBZNeTOEvOQVenoamzUTgNgUAJNIJbjcqx+KsmI/wHM/4bpxGeVEvvNi+rntTx9bcyeqQB0kDKDjRxGla6F9X/LK7bz+rfBVDkTAQlaNocpL57CgLDewSm8zyaMhtVGYPhOxlDPxKBhqo24lHPhCW3QzqFbW7F6zl+T/59wQvQjKno0XMw5HTc7ofItX4UN7/zvSnsd+iA7fIUFf0zgYLKqbs/aBCYej6we0Y0GESw91MHFxvJGly5AzU8B1F3GhuWrcXjG8X4mWXY1hJ6f/0yzrBJ43ePoGH6ibjSwq3+C0L68Jc2cfRPulHX/gayElF5Nq7Mke65DfwmiqqgqpXMOGYRlt2BR78ERYng0z+GopSSz29Cmlmy8g8oogJDP4RC4i6EPgq3sB3DcwZ2zyK0KeehGTNwY89j2dtwtCT+sq///brzvUgsjMorEZ5R71VxvyPFgFL0viWlTT72U/TIEQi9D/UfAorEQXI/CAHSgKAPQmey6ve/xbY3MGpSL1b3zVRcch4ifyRuYh0YJdietQghEWQIjHgeVZ0K5deAx4+VvRfh0VG9QaTqgmIjMjtQ/RHs/DA+7+7BbopSiuN2w/oerI3L8Fx4GvaGdvRpc3E8LiomCAdVL0e7YOueUa1O4RUU10GNnLjnOtyhJYiG87EH70bktyLCh7+nZfyfKgaUovcFlwEgiMI/zjGioBijQelBsPfwAoGKYDaSPgSJ11+y28EFlxqopVEUYxqe+m8hta3IwKuYL99DfGM1pZedi6KbOFLgWCqKiOFaMYRQEPoUkF14S47Gke0U0k+gdqxCCpDjTkZKG8w0zvJrKcwbiWdsI57K8ZjDaZyX7ga7B+/U09ED899sdgRcpw9p9aN7Z/w9re2XKDXnYtR94z8us9a/LScyqpbSCQ3/fud9pHgPpeiAt3t5iWeRPLdXuhAKnvA5qOoCBCNxSeDYD2MO/wJbvoxjrsftS+I4Jo5chzs8mh1fep5CRwxr7Z+wn7sfkfKjDOvIqsNxfDr5IQunMIid+St+48Ow6AXc3/0Yx85jFlYi3TKEKEfIatBKMBsPxgpNxH15EXnzbxT67kbmduHpUhD+Q6F6FqonS/BQBaGsJmc+vPuapElh+EEKsQdwzP7dwUjxgZ3a6xq1g/6KUnPeOyq3jhfWMLRl1zsr9Heo2EIpOuAJNASns+WJdex69c+ceP14oG7P28D/f4kLl2Wg5lF8lWB3g5PAGdyFUjYRVTkW4b7GxKts3JE12GYnqgWFXY8xvMui8rBZlH9sLuZ91+CWBVCPPR8n/Sc2xmrpaT6dYz1+cAsU2l9FRgPISD9CA0WfjuzfArThDq9ApPtQFvwAq+cmZMGLQws+//mYk+ogHyLwepfFdRJYqb8hCjGs5P0IVcNX81MU/bPIxBpkahtKw/n/VbkdftMV/2XJ/+eKAaXogOfkcgjVIFpXS36KgyQNtOyeapEjcLf+DhQDZdyZuKITYQzi5mxcGUcZewSqlgO2Ikv7wPtxFEXH570A5g5iprspGzuMnWjH6XmWhQ/M4vBrS4kqBtLbgIi0o44KIJ0QouAlduuT+KZvJXxoGGVwM+7005AVOdRsCtExgBvIINU0TtU0pOxB02eCm8c1NwFpFOV0rNj92NkV6E8sxDzpFFRvNUboJIRWhUxswE1sQAyvhf8yoOwPxS5P0QHLZQuSXez60U/ouuM3+H0qI2c2onIECvNfH1oP2Fmwswj8r78I2IqlbsDVNWy6cd0UrhMEORcFP4IhUNfiuM0ovgFsK4VTEkGrPYNTbwsQHj8O17WwUqtomNDMoef0IOUwZmEVZZ87nOgUC+Ld4Ndgx3pEfgC1MIgWGYO+cw3S6qD7d62klnaiKRORKOj+I/BFP4vMbsDpuRPFO4OW/JfoeXYuujEbmVqHEArusksQroMy/WeY/f0MPPjAG8pFWiZDf7kbN5dFJrYgk83vbcX8C8WAUrRfSBJI3nqIuKSAJIcE6j97BVUXXsAr195N97KnsOyNICW2sxLLWoM7cirKpEtfP9AHciIe/QR0bQ5e44zdUzUKC8ddg0s/DMfZ/tRmrNXPYz33MsKxUNuWosQ6USKVKKYk9fDjKEPrCHQvwbvqESRZNGMuosLBqggiXluD4x+Bvvhh3HgaMzyO3OCzLLphKulNXUQq23Edm0L/T3CGHkEtmNjrPkPhlVfRR/8G2X0Xoz6U4OFHY7jLvoQw8wAox74ETR9FSonV10fylVfeUDZuLktm1as4qSRy/Y+Rm3/1LtTQO1Ps8hS95yQFXP6GwvHwT0t8SiSSba+PLelD4SCMKnAdl+jcakZ/xEO+8BR+XzWSQVzbwU2/iPCNRlVqkfQgZQqFyUhewGUTruun8w+rCE1uIDwzSKwnyF2fbuNrT47Gn+5GDQWwfXOxzGE0M4LM9RE4bhpuoR8wsUJRpGshjByyz0WYOewLPoXIdJI/4WykFkYPV+PWacz9yzbU9EuohU6GwxXYZgX+2gsxW1aS31JC8MjDEEYFSjaLTPRz9PnzyY/4LqGa19fv0YLYqy/ElpPwTPgCI05wcGNbUcom7CkjNRyl4cbf7C6v8rt2Pxo/QBRbKEXvOYEHhTPfYr1gB8lOZFsrYqjx9dGxvaDu4OAvhvF5Pk4gcBgoG2h5JcaGhS0oZZNeX4MYVDEFiU7OvA3LbsV1TYSSwlPhITBVAlnKI7186vaxaOEI4tCRuE4e10ojFBWMyax5yofd3YLUq5ENh9GdmwKKDst+i2xdiawZi2PnKLhBtq700NPikt/Vh/XqAErBhxOpxK5tJOzsIBg5HsUYgxMbxu530RunoahBFP8onDUrmDk5h996DNlzHwBupo/CM0vpuWsTsQf/Ak7hX77sJxT1HS9s/m44cHJS9IHyj5MeZdu76PzjQ6+na6icinztz8jWF4EEjvss2dzfKOQTLP3sjynE6oEYfZt76X6yB6QPM/MEprkDKW1627YiOgYhbeMMtuNse5LyI7wU1rfSfuVfcZ97jOh4WParDqykjZLJw+YdaBsX0vbDW1h8ZyvphIpiDmE7Xm672MEuWFiRepg6Hjr6UAbj6F6HifOGifZtwKtuBHMrnvX3oz31PKSGEYqJlFnsVw/GKH2N6KllOO2vTw5mVGKc/Wm0meegTbwZEZiNs+hM5Po78DTVMuJHt1FxwcfQT74DpXzie19B71Cxy1O0X7msoDA4RHLj3ivy6R/66+7tyR24PVvRRsxDKBWERu1E1UuRhUYOPqMTa4aFlFkccwBF/xu5QpClTw5wyoUNqGEdmYgjmg6DbQ+hyFHkgyOxT6yn0J9j3MeroWsdYuglnJ1NqDNL8HpVLv+DH0NNYukTEO0b+ep9oIokyR02Wv8Qvs51yJISxOFjkNEask4jobqxaFUrSL1UgzeRQPMeQnq4Em/fnzDIg9mPOvoahLp7RJs28Re4iV6yd11Gy8jPkIkNMrskBZOOR5vzNYTmw139DeSYjyMi49/zenmnii2Uov3KWfRHQuEuJv34m3vSJHlcNiBxcTt+jdAH0dUyNE+OKVd+FCMc4A9XPs+rdw+jzZqIY8dQfDNxcrOhdQXHH5dHj/hBCmR6BzLVh2w4lUyHj+pzo7iiQFlTgMfv6MSYNJPCrC+QbpyL5Z1P7rV+un66kb72MSh+FV3ppUTvxjWHGPTW4J3gwTJzDEXGEd9RwIzFqRiXRygF1F051PpKOH4Cwhii8/4l5GMjwT8VbfytKOHZiMDu1oa99k/IfAwRKqdjWz8bVmUQFXNQVAWhvT4aONsFdubNiu2AVWyhFL1nXNmBlN2oyry/J3oEUm8hn78TRTkIw5gNFJB0k1u6Ac3bh1o1AQw/KodiFv6EUOuYeU6YKUeEcRwLTZtJIRYn3bOaQLyNvFOCf/RopLMdR4zC7cyjV+4idHQI4Y1SaEmiV/ZwyTf+PpeKu6sLWZ6k4fMezDFTMKqiSCeLXT8NXBdp5clnTQh4kSOnIl9rY2t7mMnHJwh3PoDtPxKjbzUDa+dTfdn50PULxh3p4cWHJHMP6aIkfQZizuOgBHA2/BnzyR9inPkLfOdez0mAdG3ktmGITN+TJ2XB79+7ytlHii2Uov+KpGf3CNW3xQOvz/nx/6nzboD6g0F6kW4WAEEEhaPxzHNxPcdD6SyGlzxKsvn/dk8hsONPTDk8SG6rRX59Lwy3gJ4jVO9izDkaGqroW7+Bx89fhzQCKNVRZL4XVQB2Gr0OMs0Gm65fg7PrNZzBQQKTy1AnVMEhRyH7enCT7WAOI/M5cPMIVaVhpo6QGfSxTTibUhz64W6iEw2axWzydgXmyGmUThlA2fwDZMIm91QvB4/O4U/1IPNpnM0/w3nlI7D9p+gNCqL075Mhyf6VuK9+BZls3Uc1s38UA0rRf8kAAq8/jYn9yz0VUYkqJv9TmpdEv5en7grh8R6OdG2cTdfgyqchVYc+9iSEGInVM0B+0zrsljEIbGSiE+upX6LWJ7DdFjwtfyKTiDHQpfHsxdvI9rZz5OVpjIoyhJKA4UGc5jz2yu2IQgrX4xLb4CexyST74AZ6ukzuv6wXcimMigJCcSAVg+wQmGkUdwqR1m2ozy3HyCym7kqBFnGhr4vH7xnD4GsddDyrYNQVEKqC6gsQ+uzl+JomAF6QLrLiNIY3V8LoT6LM/BSF+7+OtfIvAAh/NWL0eYjI6H9b4lJKnnnmRVzX/bf7vteKXZ6i/4qgDEEZki5cFqNw3uuLjb81Vw5RsB/Fq50PwiZYEsfwOrhyC9LaiLvztygjJmLe83UKo08gdOLRFLQKIk02MrIIO6cgzWGMqiyybwsiHEKMPYGwdFCCQc54bDSeXa/iTD8CJ59i+X0Wbatn86HxT5H11hLM9xM56mSO+nIWc/xo9AUVeGMp5uhy9/yx/b3IcCnS1HBbh9BGqTj2C8iRYUTIQvb1oZUHAR1ZUDj9kI00TbEpWBPYvHIckxaMRS1pQGz/PoZRhphyKPSvxnrpS7jdIFffj3LOCjxnn4JSOXZ3OYZHIg67DaH8+1/Jjo4uPnTWxax+7QXGjx+zL6pxnym2UIr2CUEdCmf922Cye98wunoouxcWX4TH28CJJ9Xh7HoYt/15OO2HOP4C6Rm3kFjRhWP2Uzq3F3WkgVLiQO0k7BhktmiY69O4WhDbcFGCUfLruiBv4lhpBCqKJ8DBV0wkW6qzKnM8ZiJAx8oGpJWFebXo5QpoQURnDrXZQgJqRAErh3AyqJUKbjyOTJmYA4JUs2R4WyVuwQU3jxYQ1J0MyX5Bomcnv74ecltewHrpclbeXY3sWYHsfpBCWw+q00OkIYF9yIMsv+B7mFo9wh8FoO2Xv+a5oz+JUzD/bfmNGFFPbGjHXsFk+x8X0vncqndYe/tOMaAU7TMCz7/cbuWXUcg8gRAabrYFO78SwSwkI0EdBqHBqPnAeBSOoWSiTYW9BDvWitbTgiwESa3fiBgugOIjU5iI99hT0VI5RCaGNRQj9cQmcq/14Eycj53rJ97cQjY+zOwTPIw43I9ySBMjPh6FbBvofrSOlRg7n0OZUk7pIQ5YBVzFQLguIhYnu6KX5b8ZgZ7vxti5lrKx/QTGZ8kOqij5DGp2AKWzn2CsheqqYW68bQOR8/6CmPINHMNgaOqTDHdfxPC6EaTCP6Fg16P2309GrSSfyCALaaxNT1PYso5Jnz0b1WO8odwS/Ulu+vjdZIZze9I8nr3L2rVsXHvfrqr4ThS7PEXvGkkvu1fue31ErL4TsoNYog8zvRYjPBvHeQmRzyL9WVxPNZqYjMt2UJoR5S7G167E8Rhoi5eTKoxjsLOSSOdv0OadQc0356CEwtDVDcEoTlql9MuzQPWAkHSuHKJhfi3Opq1MOnwkjqmhebzQsxnpq0NkhrArRqIMD5DYVeC+G0Jc8sMhon3bUBLLMa0AduM0wu0p1BIVdWY5DA/hi5g4eRtyOZThDEaVDtKHtV4iereRLHwOrfevTAqXEsj1MNCXI2fWYL/6NFpB4jv1kxz623pk3ybM+7+B3byaUR/7FqnWLqzeLvTqur0LUkDASqEobz3EfsIlp7x7FfkfKAaUoneFwxOAB0HVnoAi4tWIP1xOy7a1qEEfI34wB9s2UPpXovgno5T4cROrcHe8iJx5NLoRYNuDCUae0YB6xo/wS42acWls/5dRWtfhRqsQ0kFGx2HqtaiyB6GVk+ocRBEWRBTu/+kuDq9dRsVIP6k+L0JViURC2Dta8Ayuw55xJHakkmiJxSe/O0i4eQVOMMpAajweK0ZZUz9lF0Zw0xa4FtYSG9tN4a/tRVQFkK6FtcuP6knhxAVGWQqR+DMyIPDUp3A6nqCy8q/II7+JbH0GIQTJ332X9cvrKJ8SYNzxE/Gd8StEqBpr0VW4mdQbylJNp6ne9hoynYbQmy8bcqAoBpSifSpXeBRVqUXXZwMRBD5yO3fgqW+AUgfOvpEax8G5/2/Y9mbQdVwtj1b+YRy5HFtvRVRUocggTiGNf0wB4S1gpxPksiaGb5DhNoOAx8W78WGcCSfjlI9nyY19HKXdj/z4JwjUlyLTbdT5E+gpjdDIcsgmMJ7tJjfg4F4yAq0hAnojIptBxAvQ341vVBS7ph7XH2H7vRWUjixjjNuP3LKLNYubGI4HOfrsOE6bhabbUDDBp6OWWfzqulMIlyc564R1BIxDcboXYud80LMMxT8Kb0UL9oBK8OtLED2dTD9sA8H5R6IH/z6lZdU3bnzTMg2NrOXUF29DD731Gs0HimJAKdqndG0aQgQRVABQ6LyGtm++Rs2nv4jnEAnVKj51ImL2EtwXbkbOugC1bDJm+lbUYAVSkRDyYe58FaNhNJ0P5fAF+glXCPpWdVIyczShSDOets2gKEgzhypcxtXsInvyFRheEG4WgYYrKjj+yC68L+7ClQVCjXG8h0+F+BCg4XTlEa2vYbVKPB8fgczmUJ0CsmeYg8/tRo0ayFQa6WSoE71UTfFgD7u0PzuKcWemsbsMDGWIvKeJ+fM3s+q1kdgxByu1lYIVRIRDYLkELroXzW9hd38HaeUxauoxav6zNbjfD8EEigGlaB/7/2vz/n9K6VRG/24uiqcUZCn51AqUrTtQxp2LqDsFqy1J4g/LKbn0KNxEDqOkmoLpRRvpwSXNtKsb0cIehMxSNbUa/47FyNmzcMbUIuLNyLaV0NVFo3cA21LAtHDECETHNpThQczYRLynTUUNOShRiVoXgUSBoe2CcHcWT62BlddxewpoNSC6Y+g+HwR0RD6DzKYp9Js0jNvGxp2T2dwVYcKUHdhDCrqZZbB5DEuaR9F0zOGcmf0zuV01lBzhx5PJsS59McllK5g29SmeeaaDI844nIC694LnLz36GoecOBXD8+8Xf38/KD7lKXrbJG89kGr3shW7tztuN6b9IgDCUwmeIVC2oKhZlHwUZ9PD9HZpOOvboNYk+smjEEJBKw3Rcu9WbCsPmovQI3hKNQovbiL/zDa8tSHcQw4Dowx713LcSBWdK3X6l0mcyiZEohdTqSC/qZ+lT4wkJccTfzyB9ELHSzpW1Xi0jg10PtfHY18owRpXhVJv4J0r0II5yFvI8grSA7tH88p0DgUbTfOw9MW5JDu8HDR+M4GmAbLJEaA5lE5p4+D6diakbiZQHsMYUcKTy2aTjtmMTf6aifPT+Nse4aCajQRP/jJCUXFth6eP/xytz6/mB5f9lpZNXW9ZrnY6w+Di/f84+O0qBpSit0XSicuDf/8sc3ttd1mEZB0AQui7l950szj2WnCCmLG12HYfRAM4H76YkrE27rgQ+iv3I1Nx3Nhm7JYn8ehpFAQ4EjcxhFNIoZV6yRdcZKITGe9FbnkNdcQ4nP4uGg7XKDt3Auakoyj4J5H/4wacfB/9awsoiW00fV8j9fgAiaUZ+v/WTqrFpRCtQJtZoPnFNGpyCDWbQA7EsZvTpDozBCuGoWCTaPNQSKqkNoapkwUOmr4RhESiUzJRwxVh1q8eT088yq5d9bR2j8eJ9zKzbAcesgxYh9K6VMVz7s8I5HMomQH6PnM49q5NTLvqY9TPncjzfbcy4aCmtyz34Q3b2fKj25D7cQH0/0QxoBS9TVUoHAawe44P+Vdcd2DPVoVZuG4Yy9mIEOUoCriiBUWdixRJdHsKCA3HGQIzg4g9CkIgD78Ms2cxnYsKDLWVI/wZVL8Hx0mBbqMIgT67ifCJtcj4IG4shp5ZjzR1nEgFTvVoaBqFsHoQQRv/aSVEejbwoe80E/SmcHUf0vBSEnBwdihoisaEmmYaG+OoQiAVBRSJnh9EG+4m6ksjMxlEfIBQcAilK4NQC4RrBlEVFRyVfKcPNzmMDFajB+uwbZ32tiYG1SMYdA/Ba6ZpHpzPC2uTNFx8Gsbog/Ce8lmseJLIx7+NXj+W2mPn7rkv8pnPXMnSpSvftNTL5s9kwd/u2rMY2IE43P4fFe+hFL0tAh2oAUC6Klse6WDcyRm8vt03Xx23BdvdCjKAqk7aPRTftRCiBHW4AtZegRh7Bd6hZ8g3jEHJtCPbs6QSTfiqquh7egBtdJToiGHM9hxqRQciMQT+CqSTQmQ7Mavno+sudr+Gk08iomWgScgl0ewhLNOF+mosMRMRMdj4eAWjaxzCgT5C4wdxSirJpQMYEZUjT29HZFMI14aCg2P7EUYO4dgowymErpJrLcNxCnR01TOqrp1cTxRlyMZMGaS0GhY+Uo4eyHLMqH5iFQ4Tfv1r2n7+PTTfOBrcJL8eqOeUo09B6Aa53iy5RbfT+lob/fZCJhxai7HlBW6rmkFbSyeG8a/vocRf28Sja1bw4xt/ytatG9/t6n7HigGl6G2RZgFUFaFqmNl2GubVkOk08I79/3sYKKIMRC9dyx6m3DuE6HoAcexZpNZtwym9EOIu0VFHowxvxa6chGpJzJ4e/J5eZtx8Oq5VoPPWXWxta2PyMQlklYt0PSiDcaTqITOco3S0B6dmArlfPIdS041xSj14I9jVUxB2GrGrB8WNIwpexh8vaHnAR5NqEmxK4WYKJF8dhX2qgrfaRKUAjoubFighHbtLYm2zIaChhyzchECXHibNXI+ZCuApGSYba8QXGULktnDO8QqZwTC9w2NYsr6a8OZeXlqcRAjBdH8v3/FvZfFDY8idfDwTLr4cOxFn4Jf/h7k1SXxnjIbph+EdtvjEpRcxa9aMtyx7J19g7Zev54jvfYam2299L6r7HSsGlKI3JTsfBaMEUbl7qYqhX3wFrWEskQu+hBEqRQ9FUSgBwMnmEMpopNhK4bob2LBiCuM+MZq66sPpfdmkpnQ5UvdhBuaglk7BEXmshMLWHREmzWpF2Apu1sIx49QdATW0YJjDDCyqJ3RUBiWZwok0IW57muynJpN/sANLjxIdZZLrTWG90M2dDzVw0PEFjq3djjO5lKHtCum4TcNhcYxoKSh+ki0KkdkF4s+Cp06i6KWUT+3BdS2yHeA3LaQEuzOEo1kYkSSi4MFOB+jrrMHoK0OVCoV8PV5fDgWFQdfHkFPFgk8cxog5ozl+fIqXdpbx7PZyxjWN48HFK5FVVUyYOAYtWsLY04/D96VRKD4fqqGz9rhzmTRp3L+qClSvh8MX3oXq9TDyX+65/xXvoRS9KRl/DTm8ec/n8EVfJXjiR5CuCTbARFyewOpfS9d1HyfZfQOqNhn9nA9x2B9n0Hj24YiITe1hYRh5Eq4+Ccp18skBZK4fGazi8Vv6ELE4zpYcaqId744XURULtbaGgtFI/NEsTspAjp2IltqE56gROIoftUKjc6dO+91Zbjitir6BLOecuJRDz0yjHDkGuT1HyeIdhFKQ6TWwX4tjphQCdgeKWmDlpkZeWtWIpuWQBRNDMfFJc/eiHoqLFkmTjIfoWDsR1ZcjlQyhO4LhZAk7WxooZL0UnBoywyFaO6YjhEtq/TL+dsE3CP/gN4yfM4uDRlUgQmU8+MjdXHjR2XvKsfW6H5PesAH19S7Owmf/ysUf//cLeqnef/2e1IGi2EIpelPO+DMwzdf2rOmt1+7+22jF/ow99DBa3ScQ3kacjItvXDkerR5EH+qUsQjXRNKNYq3ELVSSt8oxMyZqbx491IrQ/ejeOF/9UwDXnYSzfTX6rleQAZ0+/8FU6nHUET7GXJvGCSWQ8WG0dBfeQ2qx4x14DhtmeJtF/RE6nz/sJarHCay2LLrTg+xTyexSSPTU03DSMDLv8MANUzFMwTGXp9B9aaoX9JLu8uJxYnQviRL25jBCeRTASgVRA3l8/jzZYAbLNNi5fgJ+I4cNDCWjRPwZ1FSGdNqPkkij+jTygzFSZoEHr/oux5xyJvl4mhNv/RIAtm0zOBinurqC8b//LTnz379R/H51wASUeDzOVVddRXt7O4Zh0NjYyLXXXktpaen+ztoHkqI2YBjqXmmSAiJyCmrqVcitRnrHodZPxnfeGPz+T2JaW3DzfTipQUitRXo9pP/yAvlRXkpmTCXbGyLTvIvo6AJKQSC9UbJWGP8pR2An2nGdOIl7Y5Qd1YZBP1ZwOhghTMVPuqaKQHYARfUjhc5Rp8VRKwLI0SVYloGY7IJPQVFzeJpcQiKHLtKofptgmcOkqc2EQ0k8boqDZ6YoVHnwRtNUezMkd9bhmB7yrmSwu4qy8gSrm2sZ7bfZtX4cDfUdCMUln/UzcmQvvT0lrNo5ipJIH6tSBaa5KpFIipxaILeym5Vbfsjo485DSsmib9/D/Yue4XerFjM4tIMfXv9jlix+hUUvv7CfavbddcB0eYQQXHrppSxcuJDHH3+choYGbrrppv2drQ8cSRKXJShqGboxfa9tLk8i1B6UESehlFyGcKajaAo+zxVYvb/FLDyAq3cxdM8ybP9ozHQTdkeWeGcFWjhKZFwUOrrItwwgBSTjCr/6WhuO6WL1JxCFAiOPbWXH4jJ25mfj1lQgk2le+nob2x4bpOeuLSj3PMvW3xnkCiMRikTP9OPZuBGjYxdKdxsilyE0KosvWqDtlmpkpsApH1rOhGmteJwUZEyGNoZID3lpfmkS5kAE1TBRhMuOjjr+snIm3c2NVLoePK5Ct6UzmA7gC+YI+XMUCn4Mw2RpPscXNppMm1ig79wF1E2dTpMSpnTB0VTMmcX0L3+YP37pT6x8uYWzXYujJs4jm8nx1a9+hWtP/SQvffWO/VPB77IDpoUSjUaZN+/vkxfPmDGDe++9dz/m6IPHdTOkUzfhCy5Ae71x0tvcz0M3LuTyWz6Coh2NxKV9WSs9r/yGSLiPsZ88CMd8CTu2EhJTSfS34z3Uh6PZ6GNUQpfPJ/Gqy7JjFzL9F41Uj09gjpiPqxlwzyt89hvzYN0ynFga/eBGPIVeRp3jZ9fzgwyuXUudto0TPz4GmXRY+OJEjOOg3hrEfD6P/FQJdrAMGn3k+xyCnS0QCSD9QfyRLNHpWZw+C9XKMbyykgGPxOczqSqJk0l4qR+VJtFSA7pLpHKIcRX9RKdupDyawZQuzZ0NdCX8NNTGyCbKcAuwra8Kj2pzepnO/DnH0L1lES2ezcwZ3Enpsacy+UMnUzm1ETuXJ/jKQo7+zEdJ1h1O37e+S3nF7pvY0846knwsuf8q+l10wASUf+S6Lvfeey9HH330G7Ylk0mSyb0ro7e3973K2v+E3ct9rkYwDkF4T7oQfny+D6EpU5CswXEHcQmjG7v/mwii2PmXEKIXJ7WD4U4v0glgpnWG4yOpnBPGn+nBqB6FEg5hpwYpZAwqp7ZQ+bMa/PYroHgQoWqGnuyk6yUvY3yv4pnRiac8imxJY9WPQry6g8bDxmK3GrikGFhoUD51iOM/uRG11ENsjUZ4Sgx3ZRqRieMqKsuePpSS0lJGTR/Eb8TwlOQJRb1YWz0YI1OYtoLfEtz7zCxG1fZz4pxNZPsiGP48ycEo8YEK2vvLEY5KOpdiIGcwZ3QbnekG4oUgg2kfPq/DUCZMTZMfSxo0DWxg7NhxnHDUIcR2jmDL41tY+dgOlgd3cOyRp9I4KoQ7wqC6rppPfvLjFIbTPHTeN6j/3GksOO34/VX976oDpsvzj37wgx/g9/u56KKL3rDtnnvu4Zhjjtnr58ILL9wPuXy/ywF7z/AlhEA3ZiCEhqARKKdqZAmXfGgnzuqrkDKFk3yFuskNzPv6NYQjE7ATKl7/BFLtC5COH23SLArtOsuvfBpFhFHiA+xYUcBoqsMum8TQDh+Lf7aNyr4HqflSGXJiA1a2EqV3J/gl6sAuCPtx2/rwlXfjRiNUjdpA3F9JPhhEZuLYHgEja0hvj5BpK0NxJDOOa2Py9I3IAUHstRrcvIkeSqFXxVEciSyP01lQ+dTRy5kYyJPuLcfN+ZFSQToquayXuvJ+vLrJzp4qnJyfv62ewNL2kazoKGNXMsJrgyUMOEMkJ03CF2/l2YQgOXE69/f2cNkjC/lla4x5nz+G04nS9+h2Bk89mTM+9ikWLnyOT3/6MjSfh11antbet3535/3ugGuh3HDDDezatYvbb78dRXljvLv44os566yz9krr7e0tBpX/gEAgWADsbq0I3jgTmKAcTSnHtQeREw5Fsg5zyafR5l+DvfUGZPko1IiH3LbtBKZ3MKbqJXhiC9vsE2g6ZgRTvzqB4fWreO2WeqZ9wUCYXdhmGc7GnSSGMti1QdSwB1sHClEyiYnku73k2nsI1QbQmkLITII1d9eT7a5lyhVJjIjATAQIjrFRh/to81eRilezoDKBuj7J75bM5KQjNlMzfZi27VWMqu3GRUVx4JlXJ7O6uZ5LZ+2kr2MEZHsoKU+yq6uShlCOWt8AsUQYr2ER8eZJFTyMLonjuCk60yF6c9CdE4ytjrHrmedpwM/Hf/pl9DG1LPzZnYTDcJQeZMOQTTgPNf4C9ms7uOTYM/jCFz4DgGrofP3J37yHNf3eO6ACys9+9jM2btzInXfeiWG8cW5NgHA4TDgcftNtRf8Zl9eQpPnZpa2U10a55Noz3rCPnXoex92IFj4ac5qFYCNq207U4CmM+nw/0jQxN+9A37gUcc7l1G5uRln5EgF/lvg6L8d+sYt4oQa1ZQA5/lB8lx7C6YW1IJqoSq9DGjrSzjO01uXJVyr5yGVrkdtc1HF+FJ/K9M/l6Hs1g5csvkyMzc9WoniGEV1lhP2CUdN3gS2JTo7z6bEv4/R4EI7LomWNeMZrVDT2kW6v4JQxnRxVE8cXyOLXHQb6SvCaeSzTQ9YpoDqwtGUc40r6iRoFDMBrWKi4VHlNnkl2MLc2QEdlhGC3xRrDJDCQ4r5vXElW+Lj//t8znMpw5Ud/yb0Lf86mn/+VZEsXHz3j6Df9w/i/6oAJKDt27OCOO+6gqamJ88/fPdCnvr6eW289sIcavx9Jx8LZ8hTKpCNQFIfTLmvAG3zzgVN69DzUyKGQT5J/eDFpuY3A6afieeYqCk3H4JY14pRWYHzs89i9K4ioW+lc4sF35CGsWh6j9rACvrAH1xtCBAMkN/fw2sO1zPvkENJTgsjG0XZupeSUmRwzMYu/TMMeH8ZyLYY2ScrGxWmo66arM0BwNOSTHoaaRzJt3BYoUygtTWJ3SoYSfvLDpVRVd0FBY1RljPU7RjJHlbiWij+coWfHWIYchxElaaSt09VdQ8HRWdxbgWMaNEWGiPqzpPI+PEaBeDLEqGiKYdNia1+e9pYQX5k6jb5jvGx9eh12b4rDsmUMRivYtnoXx5w/l6c3/ZJ8Ksfoc47AzuRoOHbOe1y7+9cBE1DGjh3Ltm3b9nc2PhBkvB3z0S/hHfEKIlzDhLl7j/VxhgbIrX+F4JFnYtorcZ2VqFotSlBCLsZgd5KqSYfQdnsMxRPHODSKO8LDip+UcvglXurmxrn/pQruf9HPiT/3IEJ+HNcFK0+k3uXQT+7CzklaXwsgjRrGNgyx6qkM4fI8TpkfV1FILB3k1dtGc8wVr1EaHaSp0SLT6zD9pBa6VgeJBPpRfQ5rnp6M0xUgFE5TVt3LYHclhqsyqzJDxtuNmzXwhbMMD/vpch0mRpLk834y2AQVSdCXxad7SWT9RL1ZNg/5WTYQIOUoHF+doi3tJ+B1uemIQ9i5rZfVr/ZySK6eL1c00vOHZ/A3lvKNx7+/V/n94WO3M3rBeI7+ysl70pb/bhETT5xOuDr6XlTxfvPBaYsVASClhVI+Gv+3WlDCNXvS3cI2CoU7cN0MhV1rST5yA05mNba9kcT9L2FvfRDt2DkYh1bwy8v6kXXjqP/ODEZcPY46sRXPkoWMOcZFGT8FOX48cyOLuPUnW1A0BbV7B+5AB9JKoPdsxkrlUc0cTWIlvg3duJFKZn+qlhEzFbShLpyMQtm4LNmgi+MRrHhxKuagiT9g4Q6kqKlqRxRUelurWLu+iXAoQ1tbPQtfPIy2bU2s2NRINhlESFBVyWBXJW07xlCtqbQM1rKht562lBdNdemKVbC4V+MvPXleaq+i2qOxPd/F+lyMVXGd7akQlTMmY6f6aPBJ8laWX7/2FGUzxtGaVPjVkpfeMKXAh352IQd/4ggAOjs7yWQyrH94JUNtA/yvKwaUDxAruZBc91f3SjOdl7HdHbiuRAwncOQGlElZotecQUFZgeh5BS0UwDI9uM+vQe8J8YUbPaR6E/zy8F7ynTbKsedglY2l9kNV6Jtexd3ZR+0njqD80DB4vIhkL6rlIv+6GHXlBrofSEM6gxGyiJYN0flnB2ddOwE3xeC2iQz8RpJ6yeHMD7+EnoqxfWMdhRT0rQ5x283H8+qiSXTFyqmoHmTK+J1UNPSgqCbVlQNUBnNUaJJC1ksiHSSb8xD0FzBNL32xMsq9KUaHBpkYhMF0kFjei09GsGWaLtnD2iHYkOkkYCSYHtI5dLbOYy89z6VLn6fdV8eJ3z2dpe2v8fK2Xo67+iSu+8sPkY5k2c8f5Suf/xbNzW2UjazEF/Fz65yrueKUS/j5z3/Jpx79KnFPlkWLluyn2n9vHDBdnqJ3nxY4BMUzaq80hRKk7AK1B63sCzi7vg2h0SRic9m1aifTxg9QIlYwHPki+UFJ+PEHKD3/XBR3F8dOcfA8tZr4uqOxXx3EM7kNc/wsnOgYct3gC9ahuAWshmloPTtwT5xGZqHJnx86nAXWRmYco/BYyyQOndiK3zuIDJZQ9iGHYGeagR4ob7QQjs1pRy9DtihoapawamLGgkQnNaOpNpNHtNO5dSQTR3SjegqoUoGCQVtvNRnTS9SfRlMtRlb3MpgIsbqnjrAm8WkZgt48ft1Lfy5Af87HmuF2RngNHFx2OgkeyA8xZZ3k0cEuzmmay8zT53Dsp87kx+uvx3x6B2t2dnLJsz/GKZh0rdzOrmQH2czrC74LwQk/vojTGj9NRV0VAI8++iQdHV0cccRh73ndv1eKAeUDRKghVDW0V5qmTsV1+in0P4gMzGX9Nzqp/ZyX9Pp++pdvJCP9CF+UZ24ucNzXPokxcgKFVX9A0xym334BdleBH54c4FM/bCJS7gUrT/uaAUJPteG5rB41mUYKFdVOoLa2ozV5+cTHFtJpVWDoPk47bBvKkEUmWUawxEaYNt5wllqyrFkVoVoR6AmXXL6EyoYeLjrrGRQhyGUNejaMwqNZBHUTxzKwLI1kVieW0zFtlVJ/ElVAJhMgb1hkTJ2OtJ+pJQlWDnloCHgoUR0GTZcRepijSscyhE1HbpBkZphZkSARj+CspmMYk3dY/9dFZAMFrv71VVx+wRfY1t7O8M/u4mMnnczEy05l5mOlDHXnYdrush1zzNS9yvqaa775XlX1flMMKP/DpJOHTAciPPbvaYlNuIvORzlpCcKI7E7b9it0V9CRsqk55yPokVeoPLYbM9aM3XQ0bsAktLoHT9mr2C/9ieaNYQYK4zlkfgxvKMBlvxE02W14OvMkcxXoOQh8uBy1IoTrOMjntmBOCJBLSETaYIgorz45kZkLVmBUpRBVDna3Tu4ViajO4Y/kIAO9/R4GYl7m1ibwBNJkE34QgnBpkmQqSDwZZFc8zGhfHl11QTgYHptq3cUJDJAreOkfDjNYcHiuxYPiKhxR08efu4aoV8aSKlj0WdBtZ9hqJplnhNieKOXQ4FEYagFNSAqRINsDzfx13U4CQ17uF8dx8omnElln8Znzz+K4z5/MrUf9mJauLLO/soBwNPBW1fGBULyH8j9Mtj+I88LxFMyFf08MjEBM+ByyMIB08kgzgcwY2Juf57E//IGeaATdzZPfkqT6rCMITApBdR3HjF+N0d4OM+uIZizG+LqwVu1C+soZOc5GTJqJNAXe0bUsfCKKEnIRuRg9TzVjbRhi+a88DLR70UaVUZZOcuaM1dirBlF0iTXg0L3JwIgMoPanMdsKkExzXGMXTY4Px1TwOCpdzU0M91aQj4XxmBq6C6MDeYazQWxb0J8MM5yKkMl7GU572ZUIEfHmKfO6nFThoVQJ0J/1IaSHhBNjZzZP1tE4slRjsifKcD5Eoy6YGlKp9fp4NraNZW2t+NQSAgEPJy9YwF+ffI7Hn3yAb73wfR5Y/xhf+9pVfO7Zb3DUNcdSN8lLfVMlA31D+6/S97NiQPkfJhrPxzzoHoZW7ERKid32Mune68hWZyg8+yFyz34F56EmRN0h2GOO5eAZCuOn/Y3+29uxB8GoslF8IcxUBnfeCKyyINIYiTmkEmoYQJuo41BAeHMQCWCPPYTh9hSXnvECclkH5i5J5aEVhMe0M+/ErVQbXRhLllB1Uo6KpkG0ChtnxRDD2zTqZ3Sh+fNYpiBj6vzkDydgOQrCm6WrvY5czsOIxg7CnhxW1kCVCuWRDINpH44r8Httfr9pHK/1lbKqs4ZkLkiF12JHwsNfelJsTXjYNhRhMKdQoUWp9vqJaj6azSFu2rWDgunjmYEB/LUhOgsm8375EebOPo4Bv8Lln/84jz/+EOOmzmTgNXj6riXs6GhmODnMVVd9lebtXfzou7/mE5+4nO994U6OOugCbr75lv1d/ftFscvzP0woKk6+gYHHXqXy4ARmdDvqYBWa92h6OywKvUkaLjwUoWwleNAvmVz3WfTBXVRdUKBvMER2RTc1R1agGxbCFWz4m2D0dEH1D+bgSayGrcuQrsAaPxMtsxOzF753xTS+f14zgekge7vwdnQgdB29TKe5vYaGEo1QdphOXwljghncrI6vX5JaWUVocieKC0MdJcwtTTLYH6amoY+UYZEcCtHfXk/B0iirHCA7VILtwlAqjHQ0hvI6R1b30paKMq0szrZ4GbZ0iOqCVEGl11AZH7F5NtHKxtwA322cz6pEG5XeMLV6JVMj0CE99PY77MwP4tz3LPX+CqKpPD/92U+pjo5FxC0+8+vPsPNva+h4xaJ/YJAf//hG6vuncsVFH+a8b9yNR/fzxBOjuePWv3LxxR8nHA7u7/8G76liQPkf528wmfitGQhFwdo+RGDsx1CNSiou24marsN1y1C8YwBQzDE4ZRWoqTUMxheAuQr7gXWU19fgGRWiIf88mSeG0S8+inyyDE9PMy8/PofoRIeJXx6FZ2g13750IZGDS0m3qZgdWWS5zU9+exRnHbeBaeM2o0d1XFthQmMXmcEQwnLwlKbo2FCDi02kro+ujnr8QqXE47BlVw1uIshgrJKJDZ10xwIM94eoFBDyFxgl4mwaqGBHfw3zKwcYNuGlAR2hJBBmJeucBBW6TktaRXUEZWI0E7whsrbGpMAI+t0MSJ17BnuZ6/dQ6ctTbQTYvHgdTXNP5qpbruX+6x4itEsgVD8Lzj6I8qiXkroSZuXmkc/nqQ01culnrqDnly1cd933OPmU4+npTuD3H9gLm78b3lZAWbt2LWvXrmXMmDEcdtjej7zuvPNOLrvssnclc0X/PbvvLlyrnTV/USlbtgT1Y5PwHT4HR7bCptuxps/jta89gKH+gVpvL+Un5jDi25h2eAjhJnG2tpPqUTBqSiibrpLr8aNsbKGwI4scP5FS1UXflceIJcilob6yi3yfhpH0E5hhonuruOrbm0l0KvTESqgPmLiWoHdrlKrGQbAEud5SassHcLI++ltr6WmvR5MKG2NejqmN057zULA8dPdVElItuuNePH6L7YkS8qZA1yxG+DMkTQ/Dlg1SZYxXp9Wy2FUYZK6vjHXJDAUnzYJIJdO8jWzKdlCv12PYkq3ZpcyrmYdIlyBrVLy9ChNFJRu2b2J0fizbk7s4Z8ExjD5kAkII/vi1+zn1ayfx/Xt+yGc/ewWHHHIIjz59Hx7P7tcXoiVhrrzq0v1c8/vHvw0ojzzyCNdffz2zZs3i//7v/5g0aRI///nPCQR2382+/fbbiwHlAGbUfR3HaaFmbjsDPSczeNsTjMk7qObjmPkgWqybprOm0f7UGqJXz0LKYWRzGrVnA65ehloWpaxkKzlnNk6kCq/RT8FSSW+00TdnGffJArEnXTLPZgjM9pB8tYZAwwBqpRc179L/l1rCE5NEsx7sgEp+vYtRlQQrgt1voEgXTXfIpzQ2dFYzqbGbKTVdeLwFmuMBhrNeQgpIXxpVuGhSQZNBEoU822OlVPvzDOR0wGVLEpKmwsiAxpohD5vz2zksWklY0aj29ONTy+i2k+RyeVYPe9mktdDhdBN3h5jqCdJcULlr06OM8Y2m0lfOk9uf4MO+89kY7+LO75/BqLEjAPj2i1fjDXs5N3s2EyeOB9jz+/BB928Dyp133sn//d//MW3aNPL5PN/73vf42Mc+xt133004HH7fLJH4QSOlxHV66FpfoGSkRol/kHypQldvnNyff4h98lFojV68Zi/R6bsomaoj83ESv95B5BA/zS8ECaBSdYEH0ynFGNxCfrsLXgP9uGqsqQXEjiTu4gSDlZPxj4wx2JLGHluBf1SArb8rJzAjTv28NoxIHrPPg2LZ2AEVPVAgaAkKfWG8ofzumeYVyfQxLeCquI6DISR5UyfrCLC9mJaCENCSiBIw8tzfUsnMUpNEwYeNw0BeY2U6DyQJ+RVGBAKMDI3g1u6lzPHNIe9WMi8U4smBXbyY24GhlHLemccSezXGV878PDw6RDaUoMQaR+XBI9AIM3B/D8FgkO5zl6Oof39+4Y/uXvHv0ks/vn8q9wD2b5/y9PX1MW3a7pE6Xq+XG264gblz53LhhRcSi8X2LJFYdGBx7DYywzfw2Dd/x85Hu4h9+/+onP0c039dQfn1N1F2iI751CrsZ1eidW5j5ytBzH4f8ZJRFKbOp3xuDW5mGKOnHTUVwyytJdFVRqbLizLcT/WoYUqn2/RVNlLS30b2pUGio1Wq57hs+1sNTlUetc1GzbuQFbimBN3B8BbIdvlJKQ5tmyaSGIyQi4exXMHGrjLMZJCyaJ7+WAm1GvhVieNKdKGyZbCcrpyPrOnl6KoU9T4TcOnPKQT0AoqeoEyE8OFlWbKdRweaSdp5hpw0Qhr8sutF+s08psyRJEbHshzjs3O57bY/0pt2kcM5rvrmp/nUpz5BorPAZ+Z+g7uvvo85cw7md7/7/f6u0veFfxtQysvLaWtr2yvt6quv5rjjjuMjH/kItm2/W3kr+g+5lknv7TdjDcUQG35AQP0wVzz2bWZecjI1N/+F4bQf0+/FzvwV85mF+Ow4voYG3IYxjD1Sx002EF+UotBr46+yGHF2CmojJLf5cHoEATWDZ6RJakcOb982DE8ONZdicKCMrB1ieIfKkt9XEDC2M2nUNkTIhRIFKwnx/jJ2vDYZa9hH78Ymtr42nvLqXnQkTsFAWho+S+faxeNZ31GJpkha4+X0Z72oik1L0kfWkWQdjdaMzpKBIA93+tmRKrAraxHVfOTsOD7PMD05PzlbJ2E75N0MK9PLWZ9fzsnhE7ANmOY/itpwDb5IjsVDjxM0KukY1c38804gpHjZ+tgW/rL4hzDWZfaHpvGtb3+D448/llwqv7+r+ID3bwPK0UcfzRNPPPGG9C984Qt86EMfwvwfXmPkfcdxMft6KWQW45aORzFqSbX18sKnb0Imf03piLNx/vwySss6IpXt9JVWosyvxkwIcku2YLx8J9KQ7Lyzg3Dfk/R0+0EDX+kwqmHim1UgEBnmmZvq2Nk5FbVKo3FSMyUjhxBByWCrh3FiG42Vg3hqJdmYQeeSRlS/i6GZREsSKI5GAo3aYB5fII+d9ZPNGfxt/Whyw2UcXm4hbIOCrSGEi2MbrOirxJEe/IrC2FAGqSWRagxdSDShssZt4ZmBYfz4aTPjtJn9jPI1MMHfSIU2BktmiTlDDFpJdEWnW+yia7iVdqODBk8NJx93BHWjmrju9q/x/LKXefrVZxkz4lB+ftd1/PXJ+/niF7/Clpdb+fTUa/Z3DR/w/u09lKuvvhqAlStXMmfO3pPFXH755dTV1b07OfuAc+Uwioj8R8coXi8jvvdDCuZChHo+Qm1EcZ8l1JRnsKuD8viP8dfryCovef8CJuVeJt+ygLZFfgrGKEaJAcbN2Il2XBPNi6aRjFVRIxbRubOSkd4YZBwMf4HjPrGespphelpVappCjJ6yE8dUiHVUYQ9E2DYYJbTWpWeglLFj2rB6/fRtHk1FQy/5RIBczke5L0c2HsAyvSzuLCFX8GJ7XHTXQ850EdLEI1z60n7SloHEpczjEjcVFicG2JGPMcNXz7AjCbkqaXWAcq2cpbktNCle1idTZEUOXVEoUcuJu4O8mF6EwKLRmMNk72Q8IRsn4KdzbYKKKT4mhafymW99lFefWoP38QiP3P8CH/3ohTz44EPUT6/kWw9csaes16xZy8SJE/B63/zRsGXaFPImwbD/v/p/8H7ztkfKfuELX+DGG2/Esixg9+zzX/rSl7j55pvftcx9ULkyRsH+M65Mv6PjPcYJOLFHseKP4+35JSNP6eT3l5ayPRbinmdHsfbFOqSnBBm3ka5KaoVF6oUOAqKbyAyLkC+GMDxMmL2TB/54FJ2DTaRMH0aFiojHqAh2INGIJQzswSRpNUq3W0uhNUp4dC9jDtpMqKmT+toeKoJ57Iwf1WMzHIuSSwap92VQhSSZCTCYjDKU9tGRVXBcSbk3S8YSbI8H6M8b9OYMQrrLzqTOqngBTejM80/gWP/BbMv00VXo57DwSOYGx1CllhJwBEkrR0yNE7PasJw4OSGY4zmRMqWBRn0+/WYzdoWgYUwNq4cW85XbLuIz3/ooR15yNIOJfr5501c4/9On4TgOY8eOZdOm9YyfOJaxs5v2lPExx5zEY4+9seX+/93yw7/y+Q9/8NaVetsD2x555BG++c1vcs4553DRRRdxyy23cMQRR/Dwww+/m/n7QFJEGR7tIyji7Y2ylG4ehIEQu/8+ZGIphndsI1RYgrb8VXyzZ/DRB2ey7teNnHR2P+QVmh+CSaM96PEWqqaVMdBVgYxCYkmBrpjB6NIW0lsjzLuglcZQL4rukGzx0/zcYYw8ZZBoNM2U8cO4Aw6BbIzYigriCEq9OVTAo0DA6xLvixAKmQyaKlaigvqyAaQQvNxeTaPfxHY0pkUlm+MGinBoSYXIOzrDFuzKCPyqgheHoAZxV/DwQDs+p4Z6r5cjQ3NIWS4Z22XYsVmb78TRo5S7VQy7MXqcPqq1OuJOC4qUmG6cXhknQYw+/xbW3NXPk088xDEnHgLAggXH0r6jldvvuJWzzz75rQscaG7eTElJyVtuv+QLp5JKZt9W/f0vedstlKqqKm699VZc1+W73/0uhx9+ONdeey1+/werSfde+U+6O7nB67AyTwNQWP0dlvzqpyz8sQd1+ypspxQmTKNE24i3SqF0ZgMDuSh5rZTVi0ehDLYzavxrjD9pO2JMNSUzMlQflSQ4ahDPxAS9/T4u/+oJCEXirZKUTcsTarQY3uIltjBA+/oRpIYjlDf2MmnGVnyGhZUI0L55NGvXTCY+UEViIEhEcRhV3UuyoJNIBWgKZRAo2K4gYxrU+Fx2JQPECjoDeSj1SKIel7QrWZpMkrVhZ66NpB1BFyqmK4gXNPKOQnuhm7wjURUN2zUZ4y9BUMCvBkkpOSQ+EiTwewIM2jvwGwrbdnSSUePUVldy9ujP0rK9nV9e/xPSizUqSqro7OzkVzf+kSs//RO+9rmbsKy9Hz78q2ACEC0L0TCy6j+v+Pe5tx1QtmzZwjnnnENDQwO33XYby5Yt48orr3zDoltF7z1PyRXo/t1TDkprmPkfHebg89Ks3DYa9aTD2fnSTrJmDTtehfziLTz0Ax8Bu40xU/PYh8xh69aZLLx3HCsWNWFOPogSr81AfzUJ1cfkUXE+c/EK8r0autehrnYr1sYYWryfjO2lrKyXbVvqGY6HSPWW0LJsMkPt1dh5D6pq49oa+UwYD4JEKoRT8GDbGh3JAP1ZL0MFP90ZD4M5g5yr4RGS/gL8tb+LF5I7CagqQcdLtz1MhV5Ct72FlJOlrdDFKvNVUm6WoKgh71qEXIgKLy+ll9Hj9OIxGjCFiU8LoAgDNwrz5x1Fzk5w8XnnIdU8O1t2ECzz4bgO27o28qryCNdcdw133fU7Dj50OnMOmUo2my+Ot3qb3naX5+Mf/zhf/epXOffccwGYN28e1113HaeddhqLFi161zJY9Nacljth9bUw/WqoPh7C43EbNFRziKYTzqGm5mUGVvZx32+bmDeylJkndKLpMX500/30PVVDaPJO0styKAMV1BQS+FozpH4bRw3aBCOSoDQxehNMHaeTL4Tw+GystIHqZnFsH7muMqL+JIWhEqQ/T6y9BsdVieUCSEujypvDdhQKloFlCVJ5L6mCj1jej4KDrcBgzkvKVukuWLSZCRq1cqR0KVfK2GL28KfMMiqUeoJKgHa7A78qaLY3MCgzeJG0OdvxCB87rJXY2CzwnI1FOcsKj1DhaMzxLOBV8xkaDy1nyZrV6PECmeww1dUjOeGEExg9bjTX/XEWnbFW7rvvrzz66IMccsghKIqCEIK5h0zl/I+etL+r+n3jbQeUBx54gIaGhj2f/X4/119/Pc8///y7krEisDPLcPNbMco+/qbbnaH7UUacBjv/AuEJyOBYWp8dTXTkJsLWw2ivPUuwxcunz6klpp9OXdUThCJZZEbDF0oS66ghMMbDuM9IRm3YSGJHHanuAH6/jV6fw2kdxsp78I3X2HjPOCafuINYc5CSqEq4PE4+lCA5FCUoHJIDEXTdJpPyksl72DQUwqcIRoUyxPM6ilDwqpKUqaMKlx3JAIMFlbDuENQkjmNQpUZpzhWIuy00qBOJSI1Wp5s6o5agouN3fGwvbGWqcTiu24IlLUZ7JjEg+7FNh7BSyRZzKUNuD/PqjqUv301bcgtBw8O0OSNZtcVLsK+RTx72fX79i1s58YyjmFNzIrXqOH6x+Ep6ezv2lG2xRfLOvO0uzz8Gk390zDHH7LPMFO1NKH6EuruvLpMbSK1eSbZtF8vP/zyZtk70Wc8iyuaDfwSi+jicWA+li39PYfkAHruLbO5wHo5VkwgWGH/wn8nt0tn+lI9sh5+u1ga2LpuOta2L+CP9KHGT8qZmGmdtZ2CDj2UPVmIlAiiOQnqThWGm8OW6CDs2bW1V/O3JBTRWxdFCKYRqs6O/ingqgF+3qQhlmFqWoNKbpWAbGIpKX9ZHSzJKd9bPskE/eVfB0EzSrk3KUnGQZNwCUd1lwE3zamERXVY35WolI/UGAsJLozGWacYxZGWesFKJUAx22a1stzYR0KsIKyVUaCNwsLDjXtqGttJFB4oS4eQTTubqr3+NpLeX5VtfpL87zh13/JZzLjqTESf5iUb/fs8qnc5QXjaWZUtX7a+qf98qTl9wAFN901B905BWEmfZ6fQ/soCS086j7uyT8FSU4TouTkUAJ9iEBmgVdZR8+dMUFi9G+DYQjm5gxvgSNNMg/jvY2FZKTyLKqOgiRpzQj7UQvCN8rH68mjLhZdzhu5C+IPWNMcoyLsHaGLG+crIbqsgWFOyOMMHKIUKJMNUCHlg2GXI+jhoxwKhACk2V5Asq+YIXpIZ0DfoLXlRFoApB1hYM5hUGCrCu0MUoI4JP0ViVizPFV8KK1E7K5Vgm61Ppc2OM12pZlltN3HTJuzZhzceQ08qQ240QKgWZYUgM4rh5wMXVyqnRm8iVpWiNrUEIyZzqw2gb6OK0M89BOjq1+gTy1jB33fIA3mrBY0/dzaWXXo7P9/fxJMFggN/dcyszZk7ZX1X/vlWcse19QOhh1CNXMfq231N60qnUn3sy6WSKz4z4Mq9cswkt+JU9+7qbf0VmxWbs3Fik4mXqvAzV5QpdQ36iPpNGf458IYKT86LkNTY+NpZAZYqm2d1IS0XPDJEL5liybAbt25pwbQmuzYxJO8nHg8TaKwn5MthGngUVKao9EM/4cV2VvKUxmI6Qdzz0Z/wkCx4Krk7S1GnLeMk5Go6EckPQ5cTZku+mz8qhImnLD6O5IRzpgtTICIX1+U0ERYh1haVsspfRaXbRZi0n5faSFyYeIoBEoFChjCOsNbAk9ySWyDL36Gm4rktnXyuOLKBqPkY2TeDczywgxxALTpzOC4sfQNM0Kisr0HV9rzI/7bQT3nLQWtFbK7ZQ3gfcQifCqKZvZx/RmiiegIdIVQmfuq4M0RFCKEGcbd8j0xuk/xmVoJmn5/FdmOl6vHaS4ZfLEZ4YB83dSOdr48gkQixaXsPpx6wmP+DDzXtQDZcd2wJsXXEoPfFSqj0F4rvqGAwmGT+qk1QmSGEwhJUNYCJBQkcyRGcyildIpJSkTD8agoIraE4FsFyI6pK+gmDxkEWTT8GWLlWGn6A0iNlJmrR6Um4Mx4liujnqfFFW5tcQVsrplWnAxqt4UKRAETqgIqTEQCUluwhQi6Vm0Y0IJW4EIR16eztQ8GGoUdrMdZT4R3HogtlMnzGBxa8sZunmhSgqPPnkk5xwwvHcccev93cV/88oBpT3gULr51DVeu66uIwFlx7BwdFLEeO/wrS5KcQZ56H5vThuAZ+9jMi0PGFasYNRViyeT9fvGjh4/kaC2AxsHEm0JIEWzvChk9sxohlee2UKdb4s8b4gaAojGrso2Ao+1cTwpdEdBTPjwa/YLO+qYEzQorw0wfbmUQSQjAymWNlfRtbxMMKfQxUuSVOl4CgkLdiStpCujle3cNDJSZMO0ybFMKqAQSuN3y1FSpcarYnnM8+TkzkKqkTTQuQKAwy7MfIM0+d2oggDcPESJCP7MEUS4Qh8Dmw2XyAv06hCw3Yz+PQSxowYQ3VDCbGhLi677Ab+9rdnOPnkU8nmMvT29vLoow9x4okn7Cnrxx57nFwuz4c/fO7+q/D3sWJAeR/wjLwdp+2nfOHBC/BVjsN9YRZyuIvE1nXkhu+idv5oxKSvs+GhLzNhSivdy0+kZuLL1Pl2QZOPeN7LhpWTOX7ecjzBLEtfnYnhM5l5+FrmHbMMJ+2jc8NoUr2lWIEcoxt6KQClgQyDfRUM91fg9eUZFc0xGC/BtFXSuSAFUSBiuNiuiiNdOjMaWUdjqKAQ1F08KvTYMWxswk41r1nbsARIoaDZgl57F6VGAw45Os01VBvjMPQKgjb02NuwzCRBpQKh6iiuiuPmCaiVpJ0exk+tY9O6NCl3GEsm6LAkOdlPMFCKzyjl2muv5tLLPkWtJ8yYMZN59vmF1NXV8uKLT7JzZzObN2/i1FNPfcMAtdbWNlKpd/bKQ1HxHsoBbXhzM5t+eAeKpxp9/I0EaiaQfOohBtdPRY68jOxLBQJtf8NZchUdP56H+WonPY9G2LDY5cm752F1e5kzbzN2voBXs+jvLWXVqqlkLANLdWlvqSLeWolrqwQjCdpdSUXpID2xCLt6KhiKh9D1ApatMTRYRsSXp8SXI1vQ6cko5BwfHWk/pYZDVJMYioJXFUQMGCoIUpag2x0g74IhNBoZz0hG49h5ykUtXqOaHfY6BukmL7L0OLvoyS6ny1rHRHUeXhEl76bAtdGkgYaHkFaNrgRZs2krKeK4WGiqn5yTQhEaqlNCabSa4084ji2bN7Fj53YCEcGujm088fjTeL1ebrnlNr761a+/6WjXL37x83z729/YD7X9v6HYQjmACU1F9XpIdcV4+rJfcsrvrsQ3aTqK6iDbniU4MoGZqiTZG2bz+iCHzVtPLhVkwnyLwR1hSia1kRmKsKWngin1HeSQTBjRRWI4yNObJ7K9o475DZ2YThc508Po8gRRwybiqEQkbGproqC4TKvoJ1vwsri1kZytoAidqGHjOJK4aTBQULGkQ85S0YTAcR26CwXKpEoTdbS7fXTILsqVKoRwSdk9tCtZDAQGQdJODEULYrkWI31H0FVYy2ZnKRIHS2aIihpKjVGkieMXpRhGkKwYJmfF0BQ/ZZVB7ILLkfNPQrO8PL7oz5x42BUcfcx8tm1by+OPP8WJJ5zKwfPn0t/fz+LFi3n11cX7u3r/JxVbKAew8LgmJlz5cXxlISacuwBPJICz4mbyf/0BVM3n10+dwtPLx0DTaPriTdz21xNY31dKVUkH8cEwfQMj6e6o4NxD1jN13nrKQhla2+p4ccco6oIZRofjWHmDzu2jceIl1IaTFPIGpl5g7UCUCq/JuHCSjsFK2hMBTFfSnjHwKgXSNvTmPfRmVQo2bE2b9Fl50o5D3HWQmGy3tjHk5CgX5eTlMINuPzE7RkHYmLJAwc2SkQk0VAr2MF41jCMtpKIihIKhRQGbmNzFsJZg2O0h7uxi2GpjqLAJQwkTMupIxiCWiCEUwWkXHUmVPptI1M9f7nuEpx5ZwjXXXEdNbSVVVRX0dMdIDHj49lU3sGhRMajsa8WA8j6geQ3GuVfiLP0Ravfd+E48C2PUVD562USilSGMhlHMGbuZaXVJCr2VrHl5Dl4B7ZurWbGjkR2t9Vx771E8tGIeBcPhQ/PXkHdUpo9rRUhBWCuwvbeSpRum8MflM/nbltGMCto4uHh1h+6cyp9bykDqNAZcOrM+MraXviz0FKC3YCOBtOOy1upkjbWDbcp2Wuw2TCHZYq2j026jRFRgA7gmWRmnIFO4bh5V6gTVCkJuCF16qNEmIoSGLnx4tCp0wgwVtpGTQ+TsQfxaNT5KqKpoIGk1k7N6CPi8xHrTnHrmUby85f94+bU/krCaueZH3+Dyyy/hIx/ZfZN15kGTufW2H/HqkuVs37odgObmZs477wIKhcJ+q+P/FcWAcgBxE72kfnYBbnoIa9uzxO/5DjLZBoBSNwOleiKZwCfpuW8JMrkT0dfKdHU5ns4/kooFGdPYSiYVxE16iWf82BmNkC+J2VPDwZUJgqE4C7eO5o4X55DNe/nd4pmkTZ2srTJketgRj6I5OjOiFllLZXV/Jet6avAqOgeXQcLSGTZVFAG9WUlOKiScHAVX4EVHkRKvo1Itq6lx65gg5mC5WWw3R6nexBZ7Jc3mGlyhoBMkrNYy1jgCW3XIuzGG3HaGZCeD9k6E61JwhlGFgUUay8njOg4Ztw/hWgSUchLDg3zv+1/Hb1QTiZby6z9/k2DIj6IqXHLm97j1tpuYM2cmF198EUcffRQAuq5TEaliWu3RfOryTwJgGAalpSUoSvHX4b9VvIdyABGeANro2TT/6GbK/AtJbBSEppShzfoSjP8m1vrfENJ+j5wzCzvew8CqFiLROmRhJ+WjFQKeNCWlcdoGyxhZ3UtioIrtveW0IZkY9bKiI8z4kjTluoImBFlT5/bNjRxWmaLUa9Jpq1iujk+DPstgRDBPV0bDp7r05VwKjsKwBQUJAkmvjOG6KjZZBuhm2O5CqBphWUnK6QMkQVFBUK8jJ4cBm4heS1bGUBUfUqokZD8Zq5MKfRKD1nYs2YuqeBFo2G4aVaioqhfLTiJQUIQPEPRa6/Frfv7w02eor2ngTw/9kjFjdi9Y9tjjj9I0tooLLzyfT1328TeU8/S5Y/nC9z6853NDQwO3337be1HF//MOqJDc2trKhz/8YU444QQ+/OEPv2Fy7P91whfCd8aVVJx6LJ7jPkPtCTUoNUcx1D6IPdBJvtuAQx9CP+Z7LL7gF/hDNtlUkpZlTTj9Q+Q6y5k2tY1T5q9EVfw01PRx5oRddGWirBmoot6vU+0RdGcM/tKuIaVkStShYHlIFXavKzMqmEMVMGypDOQ1VKHSm/eDMGgz8xRwSbk2/W6K+Oszyg3JXkw3SaU6iihVlLL7SYyrKiiuSsrpIefGiWoN6KofXXhQUYlbrXSaqzHdDL2FzRTcOI4sYMs8ljuMkBBQavBq5XiUEKqq4lJABJOMHzmTsmgjSaePBYcdzLe++Q0u/tiluK7LDT/5CUefPg1/wItpmjQ1juHZZ5/bU87BiJeCNrhf6vh/3QEVUL73ve/xkY98hIULF/KRj3yE7373u/s7S/ucuWkJ+VceesvtMrWLcEMcz8D3EVYviWUP8MsF3ydXMong+d8gt/hx3B2LyARLWb2jBNMxkHhZvHkygwPlqDmHgY4azGyYsJ5DWAazqmKMiw5xcOUASBVdwMdGpZhXlUZFYqEggYjuMGRqdGZ1LBe2DXtpy+j05lz68w79bopeO0On7GZQxHFxaWUrjrRxXBsUjaBSQZuzloIcpk6dRFAvZ7Q2D4FGh7mWmN1ChCpSVjtBvQKJDThIxQQEhhLBK8IgBELREUhsJ0UoUIXtWCyYczxVgclYOYP+wX56ks0MJHeRz9v89S/P0NXZy/HHnMLMmTOA3d2ZSDTMpz/9WXK5HLB7JczzzruAKVNmMDw8/K7X+QfJARNQYrEYmzdv5tRTTwXg1FNPZfPmzQwNDe3nnO1bbrwHZ6D9rbcv+gzWK78h234K2oKvsf6pPB6fQv/9D7Lj29cwvPQZzOb7MHL9jAq0UG70EPIOc8j0DdhGgZeWz0Z1FXx2Gp/H5KHmavxSI+jNsyWlUxfM4NdNdKHRPBzFUFwSJqwbUsnYCh0ZnXhBoTML/QWXrpxNe86h3cqiSwMXSY4Urmth46A4IBSNoF6JLWwG7Baq9PGE1WoSTi89znb63FZQBLoSwHXzJGU/QbURn1pBiWccIBCo+PUafGoJrrTAtfEqYRxMHGkxkNqK4fHQt0OSHjI5bMF8RjSM5Sc/uZ7Vy7bwnW9cy71/uJt7bnucu+7+Pc3NbeRyObZu3cpvf/sbxo8fzw03/ATHcZg3bx6dnW1ccsnFBIMfrMXM320HzD2Unp4eqqqqUFUVAFVVqayspKenh9LS0j37JZPJN8wS19vb+57m9b/hPezvQ7qddBr1n/5DK8ffi9j+GtatlyNP/RRjP1pPx9ZbqfvQHJS2fnIL8xihCONqurEcHUsKtu4YhWPrGNLBsXReah6J7br05T2MC1n4VWhOBmhOBCgxEnRm/SwaNJkRUUmYkvasxKeoJIclXk1g2hIQdNgpLCykkDjSYlgMIpEgXYbooVw0oat+pCJwkSBtTDfFsN2NVBVc1yEvE0hFoiAwZZaQWkOBHFGtiqFCM64iUYSBBEyZJGMPowiN2XNns2HNdkw7ixCgKhqnnXgWf/vbizQ2VnL9z39FXV0dh8w6iai3ittvvg8l42XWYRPJ5HpRVZW77rqb73znGrq6dvGTn/yISy+9nKuu+hp+v5/S0lKuvPLL723lfwAcMAHl7brnnnu45ZZb9nc2/muuabLlgg/T9P0fEDzooD3pwghjTDmS6HceR60dR22tyamndGE/czfW1kVoNeNQKmooGf8UCfV8AjUhGp9ezKaWSjKlFVRk+4gEc+wYiFDI6/g9BXQEmmMQ1iXL+6KMCjhsSsOqhMVhZV7KPNCakphSgHRJO5B2LFxcFCFIiCGkACEVFAR+sbtbUnASxJ0OPFoIpNh9b0T1krYHEK6gRp/KcKEbHQuJjSYMAExnGKnWogodyx5CEV5UXcWxspQYEzFlgdWr1hH11YAtKa0JMGrUSB598mFUVcEfqWLC2NksX7mYyz/3MbIpi/aWGGOaRvHJL52xpywvvvhjnHba7hbv5MmTWbp0yXtbyR9AB0xAqampoa+vD8dxUFUVx3Ho7++npqZmr/0uvvhizjrrrL3Sent7ufDCC9/L7P7XFMNg1I034Rsz9k23y8ROHDeNWn8Q/tN+wOo7nmD4/7V33+FVVPnjx99Tbk1y0ytJCC0UqYKAqFSVIqCsCgiWFQvrWvFrwQ4qKq4u61rWdS1YsKELShNpLqiAhd5CCYGE9H77nXJ+f8TNLj9EEANBd17Pw/NwZ87c+8mZ3E/OnDlzTl5bMnJHkbr6FWRnPDHGAgK7o7Hr0Wz32pBqA2S39OGLuAkbDipDMl8VJjE03UuMHXy1Ml5dUBJQaem0E20TVIYEQsg4VZnyYATDBE0IQujYUPGLAIpkQ0fDIUUREj4MySBo1lFnFGOaYTCiUBQHhtBQhB1dhJBRkCQFBQibdbRznEelnk+9WYYkBGXhLciSiiF0BDpmRMGhxKARBknHMIMEIxFCopYrxtyGptRQU12Lw+HgwP5Chg65hH+t/Iabbp3QWGfDho2hU590zj67N1dddS3du3fj5ptvOkVn1AKnUUJJTEykY8eOLFy4kIsvvpiFCxfSsWPHwy53ADweDx6Pp5mibFruDh0b/y+0CJLNTjBvB3n33E3q4ESSevfHt2Ufkf270Vv2YsPCClolx6IFDGrr3FTXZCFMmW0VUaiywYDMChJjgmw/mIkAkl1eLs3xs60qlrKQjC4kXLKEJAkyXQKfJlGjmeQHwmQ47diFTFAIDBpaJyFCCMnEIVxIkowuwjiJIiz8YIIqOVFsMQgBQb0WtxSHR00lIgUw0KgxDyGjIiSo00sJCT+a4ccmu7BhB9lAM4Ikx+RS4S1AMwVxaiq1WiEONQVd1CITTUyiwsovNrF8xRIefehZPGYFcz996Yh1tc87rx9paSkATJgwHm99iJZp/dixdzmJST89S72laZw2CQVg2rRpTJ06lZdeegmPx8PMmTObO6RTpvjO8cSO+T2u3oPQew6FYZdja5+OY892tMoKWu77mJ5XL2L9+/vZebAfkhlEaCrxdh2X205VGawqVBmQUUFZvcAQKgYyyQ6NkAFOxURCoXWUyR6fIEGoBHQABZdiUh7SkSUJHRMTCZBQUIhIGpIQGCKCkygiUghdRAgrfiRDRpIUNMNH2KhBl35ozRgBJEkBxcAQfhJojU+UoyoOFF3BqSbg1UpQhI12rqGUBHegYAehkxQTS8Rfi8eRRkVgB3aHm3XfrCNv127O6NSNunofZ5993hHJBOCBB+5u/P/w4UPRdZ2U5FQrmZxCp1VCadOmDXPnzm3uMJpF0q3TUTNaUvDKO6QnCDz6QdZNuB+hFaOEdZJj6wloHtrHlVBna02lPxFKyij2OSiplEhxSNSEHUSpEDJstIqpJ6CpfFXrIWQq6IaJQEaSDGLtMkFNICGhShLxqo0gJkgy1XrD7VsDgwgRTNGQYly4UFBBOAka9TiUGMLCi8OwEW3LIqDGEtQabiVHSQmg2nDI0XjlEsr13YAGGsiSk6BWjinCmHqYErEDTQ7icsVjc2oU1OWj2MMEpYOoNhWn3cXeXZWMv2IsycnJdOnShVGjLjquOlVVlYGD+1JUVERxcTG9e/c+qefQchrdNv4tEzXbEb6j3yoGcOR2QXK42TPvG+yly5EXjyajwzbqvBq7qlrgd2Vhswk+39mBvG0h8rZFSG4bR6UmY5NtbKgV9EwIcagunpZRPuJtBjWhaGTJJNYm8JkGJiZhUybeJtCRkWUJvy4ojUTwGQY+Q0NFxsREIDBlExUbAhM/PiJoGJKGQ3bjMyrQCWPKoJsRNN1PlBxLnZZPwKwiaFRTFSlAN4M41BgkpIYH/mzxGOg4lFgkScZnFhOrtiYS8VNbU8k1k0bhcAhsdpXfX3M1WS3j6dv7DGbNepb7759KFKlMuvAxPnxn6XHX/zvvvMtdd937S0+j5ThYCeUUML9/ELHr5WOWk20q/S4OET3wEqpj/8Dmdb2I0j3kpu8jUO9G730X6bm5DGlfxrDcfEL7aukUG6ZPSiUOWaIw4KA04MSnObCrAo9Nwy4raKaEQ7IT1BUM0yRiSpSFNTQBQdMgIkwiGASEjoZB+IcLH/mHX4+g5MOQdJBARydAHdFKMnbFjYZOrVmErNrxiRpMICyCaHqABFs2imzHIXmIsmejSFGAwKa6AQUhdNwuB73PbY9meDGFxuw3PiTgj1BSWsSiRZ+ydcs2vpyfR3V5w1CBdmdk4Uly8eKz7x33UhdTp97DqlXLj13Q8otZCeUUkAd/iNTz8SO2C10juGkdACWb9vPmiMfwpfalTDmDDZ/rSBWVbPO1Yel33SnMGMYdM4r4dm0ZC7e0RoRVdAGqrFMftnNuahBvGEIigl2R2FCVSKFfJWgoBHUZgUSGS1ASUgnoEi5FotCnocoKLkkhTnXgkBRMBDoamqRhCJ2A5AUEpjAA0IwgMXIyKnZCeh26CCKhIkkSAgOXmoRLiceuegia9aiKG69Rgi4C2JRoTFMnogcJG1XERCfjcqTx1VffcdPv76FP77O5d+rt6LqGoihcdvmlLPlsAUs2voYnwc2hohLcUU6+WLQRWTF/tB/laP49vslyclkJ5SQJlZRR8fkXAIi81xE7XzlsvxCC18+5h+0PTccM+LA5VIL7i/hyUxJr5+8hdHAPy4NtKS4JkJmbTE77eNKNILGqgccWImhIhHSVRFcYjzOMYTjonBgmy62BJBHQdIoCNgwBNkUQNiXqdB23Ai5FwqMqKLKgPBzGKSvU6hGEAB0TAxMJmUjDdNTIQkGVHHjNKrxUEBI+QqYXIZnIkp0YNQVJqNhkd8OQeUkhoJcRMmrQjVDDzyuFcURpXD7uAmLd8UQradx087X4fAGCRgUr187jkjEjeenFV1BVJ7Nnv84zz8wiEgnTvmNb5n6wkH59LyYxNZYxt51Fl15tjus8FB4sZsrtj6Dr+rELW36x06pT9rfEv3sfZZ9+RvKFAxHChmSzN+6rPlDJquc/Z8CjV5HZuy2yO5qd321By8ykVZpJ/Lln88wH60hJ9JMTFcIsOsj7j5XQKcnHPn8MCjIum4EEbKtIBEyEJLGmJIpW0Q6cNmgZFcanR1EWkomzQ6LNoCAI6Q4TgURdRMKpKARNAZJEtGKn2gigYyKkhqQiA7KwYceOjo6fKpDAJ6oQ6ETLqZiygRCCgFZOnJyBW4mnXi/GB8iKjmwqmCgYpkRGi2SWL19ORJOQcKDrYfYVfMPmzVtY+tkKfjd6LE8/MZtpj9xLXl4eGenpDBrUMO3AZWMvou/ZDQMAH3nsjuM+D+FImPLySkzTbLJzazk6q4VykiQO6EfnF54CIPDBLIzgf25dmqZA13RaDe6GM75hTE1UvJt4qRZWLySrhcTtN7ViaEoxg3vsQHLX0Sutgi6JVXSO9ZJgj1Dnj8GvS+T7bRSFVNp4vKiqwGUDl6zjViVSnSES7AJFEnhsgtZRNjQhUx6WCBsCGRmnbEM3BRFTByRoGFyPkMCOq6G1QT1BUd/QsYqMJAQ2yUVI1GEYYfxaBYYIIYRJwKxBYCILgWZoeGwtQBjIpoSiOKmuDuKPlOIzDlJQcIDbbrudyy+9mvfeWc5V/R5l6JDBbNu2k+rqGpZ+vhiXywU0zGPSqnU2Xbv2YMWKlcd9Htq2bcWc917Ebrcfu7DlF7MSyingvnY2RmpP/F+/hLFsLEmtkhn33NUoNgUzFGDTtZMwv13PmUM6UlMBRVOuYPv6XSTGlaFFJA54bZRpMQjVicuuY5dlDFOi0O9gfzBCiiNIwFTpGKNholATUSkOqtgVhRSnhmYIKiMKAQMqwiYB3SBsmggBdlnCFCaaaEgkJg19ExFCBCQffmowiOAiGhUHkpBIk3ORTQndDBKlJOBQopFRqTGLqNDy0GWdeGc7FMlBdKxMRmI2EVHN1q0bcTgUXGoGCrHk5+ez7PPljLr4fFq2dnPVw+fh9AhSU5LIz88nOzuLqqraxnr885+fo0ePM+nYsUOznUvLT7MSyimg5PSkYP7X7HxrM6YvjBAm/jl3E1z2NwIblhIVG6Ysv5qaUh8BTWXHgTaEy+rwO1MpCmVw9jlt6eGpJ/OOKez12tlaa6NeF/RPqyakNzyDE9ENFElGNyXqNAUBhA2ZsqCKX1dQJVAbHuHDFBIBUxAWgqBuIJAwGtolyMjoQkNGRhFqw7gSYnEIFwgDE4MqUYQpCVTJQcisA0zcthQkTITQyWwdS71eQET3UlS+i+RAd6LUJGJiPJjCxOYwMUQtKSlJLP18MW+99QZmOJ5nZ/2VJYuXcvDgIZYsWch7cxYwZMD4w+py4af/Ys1qa83h05XVh3KKtDkzjNG+C74CP+9c+zrjr78AxR9kz2Mvk9wrhoxD3+Cz9aNP1y18ubcHbeLs1B7SWFuayOBMCZ9w8veb3uK8tCCtYnXqQy5MTK7MMZGERLxDUKrrVIZlKkN2useFqNUVArqEAIK6QJEl3IpB2IQUu0pROIwhGp4sluCH/pOGCx+Thrs60cQTIUgN+7HTcLtXQiJBzsQvKgmZfiRFwSFFE1JqaZGURd7uPZimgSCMLKlILWqwFaXiiQ2j1CTQskMaapyfpUuXEgqFGDlyBHfecy2TJt3KkqVzGDRoAAATr7qEQUP6NdbhnXfezkUXjaRVq6xTffosx8lqoZwqoVoUdywfzj+T2oPV2HP7IsekkjN+NKHNJcTEQpK7lG/LzsIfjifeno8z04ZDCrBpzSGIisEpCyRZx6No1KtxbAmmUh6yoQmBL2KjMqwQb4uQ4jSojNhxKybpTp1oxSTRCR67RIJDxinLgMAlqaiSjPh3vwmCCBq6pGOgE5K8+EUtQVFHvJyJJoVJlrPRJT9mfB12yYlDdmIKgc8oI8YVi8/rR5UcIJkkedrQOvFMqkqCeOweqstreeHVJ1mw8i3S0lOZOvUeVFVl2bIVXDHxEpYu+4DS0goKCwvxer1ERblp1y7nsGps376N1R9yGrNaKKeI7bybMEJhLp9Vh8MhcEVL7H/3ZfSSPOITvNRGZVC8ejcdW+iU9erHN/OqcbjtpLgMNBOClX6yoxQ+O5hM+9gQ6EG6x9XwdX08u70KCQ6TPJ/BuQkqTgVqIwZORUKVJcIIZAF+A3yRhrEbIUMgSRKSkBoTSuSHhwKjRAx1ko5NuFCETAAD0zTQzAC1FGOXYgjVSggRpF5Ukqhmo0rpuJKD7C/Mx6EkkGLvRLe+GRxcoxGOqeXhWddzxx3/R0V4P/+cX8DkyTeQm9uO7dt3MHBgQ4vEW+/lz39+kef+MovhI4bxyCMPNeMZs5wIK6GcBGbBQvAXI59x42Hbv7/zaZKT9hMfWYEy7m2izP2YvdvxwfwMhj16OdF7pxM0Y/jXh1vIdGvEOIIszU/lpq770SWdSMSBx+kgMSrAuiIXQU3Fr9sYmVXDjmoX5yQqbK+BGt2ga6xJvWZHMwV7vdAuGvyaICwkFAAJFEk0XvIYGBiS0XCHhoZ5T1TJRYQQKnaEDHFSFl69HIdsw6eXkSC1IEpJIMuTQ7GvkL0FO3DYY9GNADXmIRR7Jnc+fzF/+vOf2LB+K92SR/DeO4tpk5vC+q+3UFhQyp6CjezYuRWAkaOGMXLUMCoqKoiJiTnl583yy1kJ5WQI10HwyEmQO917HWqkBA50RW3fG9e0T7i62zTOTa6idl8Br32bw8ARqfjkKtyOEJH0M2lVX4/epgtlmw4Q7/DhjahUhePQTBsBTaJbYj2+iB1VahjxKlAIGYLdXhONEIYpk+ZwEjQlvIZOrE2hPiKhC0HAMJBpuLMTQUNBwUAQwIuJiVfU4DcrcOLBQMPhsOOW49HMIAYGZcYeZFOhIJBPRK5h1OgR7Nh0kLqaIMGIj06dzuC7b3YSE5PErl17KCiopzQ/nyWf72bdl1vYk3eAidfOPqKekpOTAfj443kMG3YhUVFRJ/mEWZqKlVCaUGTTUtSWXZHb/2eyJ80XQLbbUOw2oltmECwUfPRsLS3enkZy60ymvHglXRz7kVLbMSTjU84YP4kxz+TgXb6IdYsOEuX3sWaFiWJ3UV8eQ8RUSEq2YXcEWFISz9W9ZbbsDOFQBCvKJc5K0DnHKSgNKETZbOyoU4gYDUtfOGUFYUrIksCvG2jCoGFBjAZmQzsFU9Jx4sIm2THlCA6iqDfL0cI24u1pVAdqscl2JNUOskm3Pll8vbYQQ4+QmpFAUem3yLj55K1/MXBkdxwOib0FOyHDIO+LLzEMg/35hVw+8cKjroUTDAaZNOl65s//mEGDBp7kM2dpKlanbBMKL/s7ev4GAEQkTNXMyay/7Sl2vTgXrbISMxzGtzOP5PB22nsWEec8QDuq2PDyIrZ/sJg8I4XVdz6Hf90aima/TaIoxeUWtIwJ4JE1ohxBuidV0tt1kBing5GpXvbuCWKTJfLqZHKiJOJtIISEgUplBCKmBJKEECYIif3BENVawzB7GZkIBnpDGkEWCpIs4RLR2IUDVdiJJ42IFMAuuwHwafV41DSmPjiZfj3O4ZWXnuOBh25HNmMIhSOoDp1QOEhY8xMbH8XYCSOYMPEyrr32aqKNjhQVlFNTXc+fHn+dooNlh9VfVVUN9907g1AohKZpGIaBy+U85efRcuKsFsoJ0Iv3ou/7Hud54w7bHnP3fy2PoarYWp9Bt4uHYk/NoOC+u4gbNIj4ocPo0CsFkjpjer0E5z1PhuQlEnDTsW9n1i71sumzndhCLpQDBeS4JMK6gkeKpnWHFCr2FlMvuwkGDL6vdaILmfbJCue4fGyvjWJ/QCLZAYYJeT6IVkxMs2HCpDrdRJUkYhQ7fkPHpOGZopAUwcDAJlTCwiQsRXDYbdRGKjGNCJJNRTIVnKqKqcnUcYgnZ84iK6EdmdmpVFZV8sY7TzFoyDnY7TZ69TyfsrJS8osL0CKCG25oWKEvMXoe9z84lSl33cyG3R8DkL+3iMzsVOx2G36fn21bdxGJaHg8HmprK1HVH/8V3bVrNy1bZjWOpLWcHqwWygkwyvYT2bb6J8tIsoLn8tuI6dAeR3wMOTNmkDjmdxQu+5qyzQexZbfDGR+Fkp5JWccLeXWRSsWa73HbJcywSUbbKErUNPbXxvFZcTwHvAq+mBQ+L06ioEzBJRukuXRaJcuYmkGF5iCsmwQ0lQKfgl+HDtEKLROdxNskolWJGEUmWrahSw2r4XgSoxoGtImGW8ZCFfhFHZoUwm/U47A7wA6yatK3Tzdspgun6uYPt11BJKLRMjuL15/+lNtvmsFHHy4hPbUja7/+nrBXJcodw7Chg9mbV9RYJ9fdPIZzB5xNOKw1bhs9+BYWzvsXANktM1mw+G08noYO2aMlE4ALLhjNe+999AvOouVksFooJ8DR4wIcPS5ofG3666l8eBzxU/6KLfPHJ52uPOhlwxvz6d12P8HW8Tg7daNkxWccyKslsU2Q/h0itNWqqZSTqC2q5+2dEhdmF5Mcr9ApBXaFs/n8s0LOSaui3ogiIku0jw3g1XT2R2KIlnRcqoqpqNi0cMPMbSYY/ghClqgO67hlFcNseJbIECaVlfWAwI4dSUgEDD+SBC7cOOx26kLVPPX0ffzpidfY9PUe3FIM+dp6vlsXzzPPTueiC4fzp8dfZdAFvRvmNel5Ds9Pf4eQ12TxF+9RXlpLWkbSYfUQChq8O+efjBkzGoDl618lJTXhR2rsp23Y8CUJCdbUjqcbK6E0AckVTfSo61GSWxy2PVR0iPrN2zHDEUyjhthkO/qg61n3ynRaVb5Kq7N70qX1Vmo2b6PP8DFoxdVkndmDb9/dxHkpIcqDdvzBaGJj67HJJj0ydLSQykFfFGmuMDYbzD8k0T4qQqtYE5ctgiTpFOsqYdOkRpNwSRII8EZMhMNEMwVCCGySjC5MFElBEiZOt5ug5ifWSKJD9xy+37iVnMS2/OmuOYQlE7cSS2Z7D/lbBGvXfcemDdsoK6xjy+Y9ROR6cnITeeW1mTw19VXi4xxU11axYMlCJk266rA6efKphw+bGCkt/fCEc7ySk0/sOMvJZV3yNAFJlnEPvBTZ4T5se/E7H1D5+UrCJaXYVz5OincdxU//iQveepA3VptUdBzMJs8lfGdcxBfzy/HtOUTKuPFEtcogJBQC4Xj8potDtbGk5SSimDqmkDCQqLXHkeeNolecnfYeA68mg9uNiItHVgQ+TcavQ5iGZTGSXXYMHexSwzB7SZFpd0YmarSCTwpQE6qhRXwqt9w3jtRcN0HqqK2qJyE1mlqzmBmv3cBlk84nypFMTus0xlwyipzW2WS3TmN3XgEjhg/ljslP8NHnc0loqbBv3z7ef+9j9uzZd2R9/YyJkSy/LlYLpYnpYQ3VYQOg1d23AyApCnr1GPR1W6j9cD72de/zzLMdKKwuwfbxW1z20avoxUXsvncahR9/hvf7rQQNGyGbG3t6Elu3VCJvK8EtIjhkqA9ruGs1qkyZdmdmUrL1IIcCArsvBG6JMq9BhkMm1SFTraqUVQfxqCqKaHggMCJMhCKRv6+Y6nAtsgNERKW0sgocJrt25WOzq1RFSpk49vfMuf4JWrZNp3/fy5GFHa+vlhWrVnPjrVfQ99yu7D6wje1bd7O/eA9x8TEMHnQBkyZdzaRJVzfnqbA0A6uF0oQK1u7m4/7XsePGyUBDItk8+Ra2XT4UNSGRuH49eX2pxKqNHjy9zyNLOkhJEF664GEeG/EXKh0ZfP631WSc35vkPj1I6ZjBgHvHMPrOAcT06ExAicKtStgIUxMBRZLYvaEEuyyR7lKwSRKVNRqmCZJdRZNkIt4IUbKMbgqEJCEkCYei0ndYZ3yhELmtcpi7eibJGXGYGDw7/R32b6kgJyeDeCmFrev3sW7VNgC6ndGdC4efw0UXXcgFQwewcvkaBvX5PbU1tWRkpvDQtNuprCpn+/adzXkaLM3IaqE0kX1LviOhfSZtJ4wi75OV7P3LcgZe1Rd317OQA62I5O+k4qHruebpGex59j2+e1mQnCbRNTdEma+aHRGd78uz2bOrAk9cMfHF23AJmZrvcgjN+5RWLZPZHDGge0fMcDVyBJxJThJrSjEUhbJ6CZcCXfu1IatlLLWldaxZlY8kyUTZGp7dwS4TDGiEhMHejUV06NKSMdcN4J9zVlBaXIWQTK68cTj/+Pv77MqrpkOHVtji4IUnPmTcDRfQvVd7nn/hX3z65zfIzm5BJBKhfft2DLnw7MbRrL+7dDgOh6OxXrxeL507n8n8+XPp0aP7j9adFtGx2a1fxd8Cq4XSRLa/vYLqvCJ63n45Fy16jrXzN1JdXEvubZNwDRzNhn/uIGXqLHLOymVHlY2qL9ewdVEeyZOfpMvofoQUFyMeGM64ES5sRfvxhRzU69Fkn51L63FDCToSMHTB58sOkRz008kVonWXDCpDMrGyxhnntMNpkyG/kM5Du3LmuH7ERduwIajWNAw7RAwDUwgcdpWKwhqe+eA2SsoqefOFxUiKyb0PTuLu6deQk5aDO8pGnwGdSW3l4YJxPQEYcH5P5s57mezshs7nmTNn8eXaL3C73SxbsA5dNw5LJgDR0dFMm/YQ7dq1PWrdjeh2BwveX3PyTo7llLH+LPwEUfgpAFLW6GOWHf3uvYiIH7NqL/bEtjz5xd3/tVdCkmX8ajrFK77nj3fHM+9VieQ4D4Ub9vHVFjd3f/cKu6fcS3qomJ2xceg1Ag9eNr34Ho6D+6iwZbHPb8cT58AhaYRCGrs+24lbsnNIikLbXwM5Lfj++yIq//gmrc7rCBGdFl1aoJXVEiz2IgQ4o+1cdf9F/PWhuYzv8SAlRgkGBnbdw6GDldgcKlLQxvChg8lObsXN94xrXGt6xuN/xWaTefqZh+l39gjuueePRCIaZSXV/N/1s5i3+lnatM88rF4kSeLaa3+6L2Xma7fQtpM1x8lvgdVC+QnCuxfh3XvMctW78ol8/wnG5nfR3p+AMA20Hasw6qopfeh6UnMTOOvmiwiUlOMtrCR6wNX0OCeL9MgmtA/eICZUDYBSsRtfVYAkXwXu3DYgyziTEynqezF+2UXbHln8Oe9pbpzzR8JxCaSkxeBRTcLIRLwBTAlwKEiqTP66vbQ7KwdFVQlWBrB7nAhFov/lvXhl2icMHX82iiwTE+1GUgQP/e33vPnJO9xxw1PEZrrx1Wp8/sl6Av4wAM/MfJVvv9zDgw/cjccTw803T2LTxh3ccdsj2Bwym0reOyKZHK8z+3XAE2c9APhbYCWUnyB3uhO5051HbPd/9g7Bbz4HIFjtY+nVDxL4aDpy57HYr/0Ms2wfgdf/gIj4cHbuhWRTWXnPS5S+/Q7n3TOM8DeLiM1KpvWAM0jKUrn+jVsxdYM9cjcyb72VQHQLdn17iH7vzGT1okLKvtiO5K0nqjCfXe+uQPOHOHd4e5J85SS7NGLDftq0iSNN0pgyfRQR1UHIhIjNzqX3DCW3WxYxUU4kRWLZnLVEwhqrF2+g3/AuJMYm0LJVCzZu3sZrbz1JTnY2oWCYmrpq+l/YnRvHT2PqXTN5/4O5nNE5h6tHPIwsy4wbfwnLV/yLz1fMJTEx/qgP+Vn+t1iXPCdACBPMhsFZroRo+k+5GGevhyASxjR0lPRcPDO3ISk2jGCEiunX8M2KVgy99xJKv/yK8hUf0+7lpTjMEJ9PfID8CY8w5B8PoKmx7HzufYZ9+hzJf1tIVUWAgz6V0cNbo+/YQYebxrH5+fnUBGUO1Ml0GtCbhBYeTLuTysJqtIIK4jMT0BSFPiO7svKjjbiToinPr6R19yz0PKgpq8cVqyLbZM7o05r1W7dQfyDMymXruO6myyjKrsKQdM48rwOt2qdjd6r4InWs+eoTVFWltsoLQFJSItu2f9mcp8FyGrL+rJyA6OFX4+o7tPG1WpGPVlpMYOFL+N55hHULNnNzrycBcPc6F8fwG8ERzfrnPmTvNi9Vw57CrK/nmyfeI0AU1TsOser6x5F3bua82dPR63xULVrFtlkfkJrmoGbTbpztWvHWnR8h+vfjqqXTaD24M3nr9vHdxxvI/zafFp1akLerjC/e/47oGCfffrKZTud3pKysju4jO/Pgh38g4A0hqwpdzm6D2+Vg3efbeP7te2nbPYN/Ln6BNm2zmXj9CFZt/gePzfg/Lp84jLMHdGX2ywuRZQWn00FsQhTPPvsSoVCouarfchqzEgpg7pyJKFt1wsen3nYfMecNwdF3FObuf5HbOY6rH7sYAK26Gr3KS8rvetM77QBp61+lbt1XvHvPOxR/vYM2PTJpm1ROSp8utLt5POg6e6fcSc4VF+DbX0r3qFp0ExzpKTg9TvpffS7l63eSbfPTe3xfDlZFOJhXRnLbZPIrAxz6Ph/hDxKfGc/af24gb/UeEhJiUG0KsS1ikaJk1qzYTHyqh8LyMnZtPcCGnVsoLak64ueqqqilW88OvDrnMdzuhmkEKiureeftudTU1B21PoQQlJeXn3B9Wn69rIQCIAzgp1eWCxcexPDW/2QZW5ueRE2ZS+2T99GjS8MCXr73niGy9StSMhOobtmT2oRuSBu/IpkKtLN6sXHtXlqOHcrWd1bjTEnkuylPQ9uurHthKd0nDydod7OxWKbnTRdxy+J7aNE+HcWmENOmBcU7SnhoyRRa5iQQqfTy9o7HqPVrhJHJ6tcWVZaRBMQkNHR4RrkchOvC9BicS8eBLXHF2blk4gB2HlrAmWd1ZMG8VRwqapijJBLWGNhxMt9+uYOBQ85q/BmzslqwcdMq0tNTj1oPH388j3btOh9PzVt+YyRxvEvYn8aKiooYMmQIK1asIDPzxO40HEv+lD8S06cfyeOv/MlywjSp/exTYgddCJqfspWrqKyOocuk4QCEfCHqDpYRFy34YuIt5HnTGXz7aDLP7UHZzIeI7tOPyoSuzLnnfZL7dCDDbjDg7ovZ9NF68r7cw5SldzOn1814U1oQjo4jlSD97rqEtDMyMU3BM5e/TFxmHFndsuk9oguLX1tDJGIQE+cmPTeFZR+sJzEjluKDVdw881Jy2mZQVFBO69wWDB94IzffcQUjL2lY/nPX1v207ZiNqv68hcYjkQi7d++hc+czTqyyLaetY33XrBbKcWo54xmSLr/iiO27Vm5n5tnTGl9Lskz8iEuQXW78C56HxY9S892Gxv3OaCepnVriyM5h0Ef/YJcji121duTaEsLlNaRefjmV67bTxunDXl/FxNl/JLVtKl2GnkHh7nJW/3UJg/56M+feMpxOQzqxbXsxb058gb9f+hemdnmIwu2HqCupY+Onm6gp97Lg5dW06pxOTpcMWnXKQLWrdOqXw30vXkNup5Ys+efXTLjwAQCWfPFKYzIB6NCl1Y8mE13XeeP19wmHwz9aV3a73Uom/6OsuzzHSXH/50nieQ/MJS49jkG3XEBWjxwueuiSHz3GOeIOglV2+l58+Mxuux55muh2rcm88jJeWv8wexeu51/T3qe1HMTUIqS0ScSX4sRflMeUbo8QCWp0TPCTHCtTsWg1Uc5BbPznd1y/+D6++9sSWvRtTWJOKgFN4vI/T6B1t0y0kI7dZaPjwLYsnrOOqrI63ts2g4smn8NN42cwdtL5PPjUjYwaex79BnX9WXVRXl7FjMf/wsCB/WjVOvtn16Xlt+u0SCjTp09n7dq12O123G43DzzwAF26dGnusI6qw+BOuOMaEkxUfBSdR3Q/osy3i7ZwcEcJl979IACmYVL8yT9JzE4kbdRQbAlxjWUz+nbEFnUlJfM+o+iDBQTmL6Tr5D/w1V8X09UVIhyfgr1aENUuneyeWWx+8RM6/n4EsqqQPaofg6/px8qPv6XMFLTumoksyzjcdq7p/giV9fXM+WY64ocuonMGd+PvHz2Aty4AgCzLJKc2TFRUW1PPDb+/n+f+9jAZGSlH/fkzMlLZm7+uCWrS8ltzWiSU/v37c//992Oz2Vi1ahVTpkxh+fLlzR3WUXUccuzmvKzIqLb/XC6s/2QT/j+/zRkT+5N+0/8B4N+5i/zpjxPuPARbqIZwVCqe/gOIP7s3nk65ONu15ovJT1ETlUD3gR2p2VuCGRtPeWIm4Y/W0v3K/tSU1BEJRug+sAPZHTMaP2//tkMEyry0bpfK4le/5Pyr+zbuO7t/tx+N2e6wkdu+FW5rYmjLCTotEsqgQf+5bu/evTulpaWYpvmrGn0pDJ2KDXk4kpOIzUml57DOdB3UnprSOuLTYuk9uhsHjT+QdMF/1up1tMgg4k5FDgfRN62l76sv4Ej7z90TR3ICe/VUBo3uQ2TLZmRVwR3ycuenUzi0YT9/OfcRrnh1Mq26NTwHYxomv8++F79hMuHeYYR8ERKTPSz/+Buef/pjVpf+vfGp3tJDVezaUsDA4T0bP8/tdjHj6f/7xXWRv7uI6qp6ep3d6Re/l+XX5bRIKP9tzpw5DBw48KjJpL6+nvr6w2/flpaWnorQDlO+ah0xua1wtWhIAN7ln7L28U9IHnER/e4bC8DSV79kxZtfM+ubB1BUhVaXDz/sPVSPh56vP/vDqz8etm/1K6vIOCOThzY9AcDy+wqJSBrdbhrF1vV7SchOpi4sUbC9mLYDOgINraIx9w4lISOOAZf1oveILmTmpmKaggO7Sw6bIuDbNTt4+8UlhyWUo/norRXMnb2MD1Y+dVx1s+Dj1ezckm8llP9BpyShjBkzhuLi4h/d9/XXX6MoDZcGixYtYsGCBcyZM+eo7/Xmm2/ywgsvnJQ4f46ij5aQMWpIY0KJHjiCjHIPO78r499tkAsnnUPf0T9+efHfDMNEUWTMiIZsb5jtrb6snvjMAO/f+S7tB3RAD0cap078x2OfcOZ57ckd2pUWnTPZsHATmZ0zqSqv5y/3zeWCS8+ipsLLJTc1tPwURWocZrP5+zy+WPYdt0+dyKjx5x3Xz9pvUFeS045/Qujb75tw3GUtvy2nJKHMmzfvmGWWLVvGrFmzmD17NklJR5+A+JprrmHMmDGHbSstLWXixIlHOeLkOPPF6Ye9lh1Okju3wx+xA6CVFlN49024+4+gPDqGlCt+/Eu27eu9PPi7l3h9xR/ZectUzvroHxR8tIIcu5fOIy7GV+1n77LN1O6v4IZFU1l4yz+47oqz6DaxPwC71uTx2h/ewpkaR6/hXZiX/yd2rM8nKSOu8TOK9pZx7VmP8u62x/F5A5QWHzkq9qdkZCWTkZX8s46x/I8Sp4GVK1eKQYMGiYKCghM6vrCwUOTm5orCwsImjuxIvv1FYuuDs4Sh6aLuULU4tPk/Mf9ryguianu+EEIIU9NE7fLFovbLNaJu7drD3iNQWScMTRdCCBEKhMW6JVuEqeuiev0GIYQQ1Vt2i4pvtjWW3/7xV+KtQVOFEELsXbZJVOQdEkIIUXGgUtyRO1U8dN6T4oU/vC3CwUjjMV99slHUVXobX5cVVjVlNVj+Rx3ru3ZaJJQ+ffqIc889V4wePbrxX3V19XEffyoTSqCoVOx86u/C1HXx/dN/FQuuafiiB2v94pm2N4ld878+5nvMGz5V7Jyz/LBti15aJYr3lv2sWCIhTXwx+0uhRRqSk67p4s83vCmKdpeJG7pME+sXb/lZ72exHMuxvmunRafsunWn75iGmi9WUzH/E3L/0tB56mqRSod7b+T7D9eToH1Hp8sapja02WUunNybtkPPBMC7eQu2xAScPwxPDu7cjH/ZRyTd9hiDX74Dd3LcYZ+zeeUuWrRPJb3NkeM/dE0nFNSI9hy+7KbNoTLgmnP+s0GSUO0quqbzypZHmqoKLJbj9uu5L9tM3B1ySb74yCkgbU4b5Vk34Bz5EAC614e2YxtGIAhA+dyPqV3zVWP5wveXUPx9KXpYwx3nIlBWzcIRd+MvrgTgvrl/oNvgjhgRjdJV3zYe9/5Nr/HXq/7GbaOe5VgURebWFybw6IR/sOSNr45Z3mJpaqdFC+V05khLw5GWdsT2rqPPPLxcShJnvv5M4+s2jx/eadvyj9ex5m8r2HzNi/RybiIYlYlks+FM9DSWqcgvZ/mzi0jYtobEnh0JhwxKqiP4fSbTXrvhuGO+59VryGiTQiSsMfOet5g89XekpFvLdlpOPiuhnCKO1GT63jyCYK2fGMfvEHYXHVBQHPbGMlpYJ2JIXLDqVWRZZun0N0mPVTh32lgy2x59uoD/X/teOQCEghGqK+qJ/Nfi5BbLyWQllCYQmDsdW5fzsXU450f3m7rBwS93kjOwM9HJnh8tA5DRMYNrXv594+sLHxsPgN3tOMoRP83psjPr3SkndKzFciKsPpQmIEXFITlcR2wP+sLUlNdTs7+Mxbe+gr/iyFnOInU+ts54Fd0fPGKf3e044WRisTQHK6E0AdeI21Fb/XB3Z9t2hNkwLPXDP33GzKtfJ7FdBpM3zCIqOfaIY4VuEK6pRxjGKY3ZYjkZrEueJqRVV5N3x73EdetA4siLGHv3MEI/rGuj2A6fqCiw/yB1G7aQfulIej1z5FIdJ8o0TZa9s54Bl/XE6bYf+wCLpQlZLZSf6fnJb7Nx2Y4f3WdLSKD7/A9IHD4MV5s2aCVluNWGGTZ9B0upyzvQWDZcUkb9poZFyMPeIAfW7j7svbSwRlXJ0SeCPhpfbZDZj35KaUHlzz7WYvmlrITyM+V0bkFcSsxR96vRUcSffz7O7Gy2PTWbA/9cCUDBxyvJe3V+Y7n4fmfR/rGpAOz/chef3PbGYe+z6B9reHj0z38I0pMQxXt7nySnU8axC1ssTcyapPokMiIasqog/TAVgxCi8YnhI8pqxmGXReFghPoqP8mZ1vgRy+njWN81qw/lJFJ+mIrg346WTODIPhaHy05yptUHYvl1sS55jpMQAmGaCF0n//qxBLZvbu6QLJbTjpVQjtPuWW+w7aG/IKkqSROvw9GydXOHZLGcdqxLnh/oYY0v/rqUc24cjCvWfcT+rMuHY4YjAHgGDT1iv8VisVoojbSQRsH6vYTqjxyxCuDOSie6bcuT8tkl+8p5/sa3MHRrcJvl181qofzAFevm+o/uaJbPlmQJm8M6FZZfP+u3+DSQ1iqZPzxvTexs+fWzLnksFkuTsRKKxWJpMlZCsVgsTcZKKBaLpclYCcVisTQZK6FYLJYmYyUUi8XSZKyEYrFYmoyVUCwWS5OxEorFYmkyVkKxWCxNxkooFoulyVgJxWKxNBkroVgslibzm5i+wPhh1b3S0tJmjsRi+W3793fMOMpKl7+JhFJRUQHAxIkTmzkSi+V/Q0VFBS1bHjmD4W9iXZ5QKMS2bdtITk5GUZRjH3CKlZaWMnHiRObMmUNaWlpzh3Ncfo0xgxX3yWYYBhUVFXTu3Bmn03nE/t9EC8XpdNKrV6/mDuOY0tLSTquFyI7HrzFmsOI+mX6sZfJvVqesxWJpMlZCsVgsTcZKKBaLpclYCeUU8Hg83HLLLXg8nuYO5bj9GmMGK+7m9pu4y2OxWE4PVgvFYrE0GSuhWCyWJmMllFNo+vTpDBs2jNGjRzN+/Hi2bt3a3CEd1f79+xk3bhxDhw5l3LhxFBQUNHdIP6mmpoYbbriBoUOHMmrUKG655Raqq6ubO6yf5YUXXqB9+/bs3r27uUM5YVZCOYX69+/PggUL+PTTT5k8eTJTpkxp7pCO6pFHHmHChAksXbqUCRMm8PDDDzd3SD9JkiSuv/56li5dyoIFC8jKyuKZZ55p7rCO2/bt29m0aRMtWrRo7lB+ESuhnEKDBg3CZrMB0L17d0pLSzFNs5mjOlJVVRU7duxg5MiRAIwcOZIdO3ac1n/x4+Li6NOnT+Pr7t27U1xc3IwRHb9IJMKjjz7KtGnTmjuUX8xKKM1kzpw5DBw4EFk+/U5BSUkJqampjc9FKYpCSkoKJSUlzRzZ8TFNk/fee4/Bgwc3dyjH5bnnnmP06NGn/ZD74/GbeJbndDFmzJij/lX8+uuvG7+gixYtYsGCBcyZM+dUhvc/47HHHsPtdnPllVc2dyjHtHHjRrZt28Zdd93V3KE0CSuhNKF58+Yds8yyZcuYNWsWs2fPJikp6RRE9fOlp6dTVlaGYRgoioJhGJSXl5Oent7coR3TzJkzOXDgAC+//PJp2fr7/3377bfs27ePIUOGAA1PHV933XU8+eSTnHvuuc0c3QkQllNm5cqVYtCgQaKgoKC5QzmmK6+8UsyfP18IIcT8+fPFlVde2cwRHduzzz4rrrzyShEIBJo7lBM2aNAgkZeX19xhnDBrpOwp1LdvX2w2GwkJCY3bZs+eTXx8fDNG9eP27dvH1KlTqa+vx+PxMHPmTFq3bt3cYR3Vnj17GDlyJDk5OY3zdGRmZvLiiy82c2Q/z+DBg3n55ZfJzc1t7lBOiJVQLBZLkzn9LzItFsuvhpVQLBZLk7ESisViaTJWQrFYLE3GSigWi6XJWAnFYrE0GSuhWJrV4sWLGT9+PN26deOqq65q7nAsv5A19N7SrOLi4rj66qvJz89n/fr1zR2O5ReyWiiWk+7gwYP07t2b7du3A1BWVkbfvn1Zv349/fr1Y8SIEaSmpjZzlJamYCUUy0mXnZ3NXXfdxd13300wGOT+++9nzJgxh81fYvltsBKK5ZQYO3Ys2dnZjB07lvLy8tN6tjrLibMSiuWUGTt2LLt37+aqq67Cbrc3dziWk8BKKJZTwu/388QTT3DZZZfx/PPPU1tb29whWU4CK6FYTokZM2bQuXNnZsyYwcCBA3nkkUcAMAyDcDiMruuYpkk4HEbTtGaO1nKirOkLLCfd8uXLmT59OgsWLCAuLg6/388ll1zCrbfeiq7r3HfffYeVHzNmDE899VQzRWv5JayEYrFYmox1yWOxWJqMlVAsFkuTsRKKxWJpMlZCsVgsTcZKKBaLpclYCcVisTQZK6FYLJYmYyUUi8XSZKyEYrFYmsz/A4r4MBZPOvFDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fR9MaULXtGIqAyHREOQurp5ypF0OiuZ5EXCXe24Br+lTCg7dish29/x0ggwYMmhH0hYji57uYMAwdVduKLFUiCF9+jM1/67AJKFu3bmXXrl1cddVV/zHfI488wt133/0f8yQl/X+60YeAFUGwIwgeZL5zwHs3B+TVVXSjDkksw2RegKHvgU13MBQdw6s3BSjJApfSi3PW8SQGXsRQuym+7Yn9+xs0Y9COyAx0I4Sqr0WRjkQUs4EIkli473v4EJAZfPI54gmFYFMfKTOmY6gDqIn1iJYgEnOAfOLxLSxcMI1VqzZ8zjOOk9B3I4klhySgCIZhGF/7t36C+++/n0cffRSTad9gna6uLtLS0vj973/PrFkf3aT6tB7K2WefzbvvvvsfezdJh5dEOEZkMIgrN+0r+464+hIIQRTxtAPeCP7/DENFN3qRxGzi6ntoRg2mYDFiyhyiA79DMcoRLRPRzCpojUTrfVhLzgCjDj26k/WbsrCmNDF6sg1FmkEsOISsjEBQNpJQt2HqcqFmJhAVB4q4b/JqnV0Y9CNqMzGiHRi1v0McfScaLWhGK4qci6FLQIxQSGDTxh7mzZuH76GbsM08AdPwLzZ+5mBoa2tj/vz5n/pbO2x6KBdffDEXX3zx/s/z5s3j3nvvpbz8wLk2XS4XLpfr6y5e0ldg+xMrqX5lA+e8ev1/va9h+NDpRBJG/sd8sng8Bi2AGcOIAQZgJhAI4nI50fRWYupr2Ew/QhZnoPfvJBZ9G6trOsQjkOEirjWjhVZhcY9l50M+zJ6nCFftJXvuEGLOGAa74giY0cKv8eezuqmYNYUTruqn9t5u7MEVFJw1F3Kng7hvhjfDAIE8BEkG2YyheAABWRqOzL6h+hoNgI7DqXHkvH0PKESnB8H0309XYBgRVONVZGEhgvDZN3y/jMMmoCR9+4w7fy4Vp0z7QvsaBDGMbviMgCKKJqAMAx1VX4uAwVOP9fPbm/5CTf1qZKkYSbwYQRDRY62gR5Ezz0aQUvj9vR7Ky2OcddYxGK6JCAKMv07BSDQQbIriHFZBqWcK+mtlGAP/RHdFuegWGZs9n3hDDFfxWBR7HnFnL1J4PVKKiq7vIRbcg2Kah8lSCloYwT0GQdoXKLTAIP6n/krKuVehKutR1RaspnkAuE778QHnlgj9Az08hDn9yk88d93woekbkYS5SMJEwPGF6vq/cdgGlPfee+9QFyHpKyabFOS0zzenx+DuesweF7acdABEIQ9R+PyXtwa7EYQIEvM4+VSVseMqUPUPARfRnlwcWWYQBAQxDMK+karZ2emkeT2Edj2ImGnDkm7BFGrB8I7DPQIkTxCIIx5fgy4tJ9znIbppL1ruZgIPPEX5M2+hRj4ErYRgw1Nc/fdN3HjjFMxGF6Jl3yhdI9yIOrQcOXMuopwNuo4eCWEYCQy6UaTRCBR84jkJQj6fsqLGvnRkwIYgiAjC1/NU6LAbh5KU9Emq73melldWfWq6YWj/cfyJQDmSMANBMONw2BkztgJRyKVvR5Bnjr4OLZ5ANBcjpU0noVWjqi2cd/4g80f1Evrn4zzyh02ovXkQCGEkqhHtU/817YAJQXaAYcdsGcC6+0WaNt3H68NFBEFAsc3kwd/38tA9XnxDBnH9CCzeq5FMNjStBrzpqNnjSUS37Suny8B12ZGIVhdm+UwU6dNnfZNtR2Pyfu/Tz1lwoEgzD3g/6Kt22PZQkpL+3dS7fvqvy5ePU/UqdKMRSUhFCGYR8d+HxXMR0r9NGSBgZsuG1ykdrmFuLUIbGsA+cyEZBUOc9MM3Qa0iLrZhkseAUU0s8R5mSylGxxs4LjsPY6kC0eUYORMwVv0dIzsPafJiDKrRjVwgC7NjGqbLRmOPv8s4sx+1/QaMrIUU5gnU7nLxz0ePw3C1IsRyiLU8gVySS0INI6dUokSHY8QGEExWRCGH//tYWzdCxGKvYzEvQhCsX7geY/FVyPIIJPGT1wf6spI9lKTDnqbXk9Cf+dR03ehHJAdRqMQwDyLF7Aiy58BjaBpnLXqItatUpJK9JDr3vdZhpORgPv4odLMdURigva2bqy7fQqA+Qd1PXiLRNQZLUSkX/2QYhtUMFj9G+RkgD2EYPlRtM6r2MgPda/EPVENBAHNZEaLgBbsLAQfj5o2gsrIDGp9FwEZi+05C97+GrpmQhMnIwni01UtIPDsHoiqSOO5jqwMKiAiCnS/7kzWMQTA+e4b+LyrZQ0k67IlCAYrk/NR0k7RvWIGBAaZOzCUXg/HRk0Bd60PTt7Bm92V40hwIQjopS8oAEMRBLHnHYjQOYWRn4XZ/yI8uPxt3UQzrVeUYLz0LgWe4/+H7WXSiQuozz2A96VqMlgswYschmIYhik10PtdC+Q/MQD6isAAxuwodG4MfamROHkXOLXftL480bTzmiQtBUvbdDDZ60CddhP7eOvjX5YlhGAcEFUGwYjEf/6Xr0mI+8Usf4z9J9lCSDnuCoCAKGXQ39R2wXddV1GgbCW0jhhFH0z9AT2SAlkbtVRfh2/IagytXo2o1aNpeXO4gmhYlEe/cPx+rIORjGALhB7+P+sEbiMFOho+KI9tyMWeUI2f4ifa/w9tP1OPzj8X+45dIOGrQCmegNv4Mo30twbpOys7JQBZn4d9TyK7tfQRDW0lEmtl2/d/w132Ipi8l/lgxidWX0lPfw2+m3MhA55P7XgWgG9EzCstp9yNYnBhGlEjiPjS9+4D7QobhxzCiX2vd/7eSASXpf0LzrnauGH8zAx2+/dvi1c+hJl5HS9RgDGzAUAPE/M+QCK1gYAi63nmUjkdvw9BqeOGFCP39Q4BBQt1MPL4ObaADQ1MAE4nvLyEoDSJ0DpJQWwj79xAZGEv8mFe5/+p2CtsyyLBNR9f7UOO7QAuCcwyCxYO9KBNDqyXY+hArz/01vicf5NGHfJgdEea+fCbWop1oviZ0pwk124zDs4FjrzkWl2sEBgPsm6g6hKbX/qtnYsEkLwRDJhT9C7q+75w140N0o/rrr/z/QjKgJH3tDF3FCLf9V/sUVuby542/JDXHjWGoJNRtyMXHIQ1Nx1RdA3sfRTEdi0lZgKRkk31kKgVFHZT9PA16NuN2lTGt8nH2Vg8gSfkk1L34bjyK0OYb0XtrcOSkIBlWhJFjkAQHRu9qpD0/Qdx0FidMf5orX1DQtzxPz3MPYE6bQuutEnLOyajhJrT+XoxBAdbsYObilZSaOrj8J5cAIxEMO6KhIHlmYTrxDaT0uZitpUya242x51KMRBoi08BQ0Iw1wL5R4LJYjCimYjEtRhBSMDAQhRmIwhgAdDag0/jpFXaIJO+hJH3tjLYXMbZfh7So7rPzGjoQQxCsZJemYhgBDEMlrq7HahmGmDcG8vb9yAw9iOI8CsPfSdaMAqTCczGWnYJeeQaP3/cMTzw0i7JhIaJDMaSenZh+MI5wXz/R3TtwTl6ETe1GWN1ANGUJijeEMud0jLYO0qtfQRieSyzUg6hZaP3FCkwVk9H0deg2PwIicmwXljPPQm0bhWzPRQ2+hioHwCQgmR0YhhNRtGJKOQlVXw6poxESp6JL7yAKpyJIbcjGMSCYMIgiYEEQBGRp35Mqg1YM4QMETv9XzaQe8oXRP0myh5L0tRPyTkac9+7nyqsb1cS1pQDEEjUcdfQCdu5sw265BFH46AcVCoV5+rEfkoiuQdv1MvqbjyIMNtGfvZgdq1Tuvr+AceO6UYY8JMJ+qp/pZnBNEPPmRwg0BaDtAzhyPoniI9DULgLVEl2bdNRUL5bzTsVmd+OeU4yutWKfG8U8OYZIBbFADgnJhV5+ElpfKvG/Pk3iyT8Tee15RE1HDHYhaQaSmIdADoaRQNNb0eM7ES2zEFv62DdFwVQEIROdjRhsw9AT/6cmcg9YkF2kDIGv5tHvl5HsoSR97QRRAXvh58orCuUoUg4AJnkEM6YfQ1raR/ODVN/zNOlznXTpGlf/YjszY2+TmfII4sRM4nIHCVMWCT0Nm1iD6JqAaF+EY+iPZJ4whdSxJlqqx5HjaKW500l/Yw8jrH7M0/NpuDCMacomnA3NWIZB9RO5KBWFuL2QetRYDEECqRpbbgoDbQpWvR2zU6WtdCZl7tdZ/34h86fHSCiZqENdGKn1SOShR+qRLEcSH/wDonAEeqaMoa9FFFMQKEFkGkZsCHX3uYjDLkRyLtxXZ4jA4f8OW7KHknTY8vf46W/2IQpuAERR4qabfkNeXi7GwDZ8DxxBsH4rsc7llBUoNLw1HNnXgm6egFB+PZopSFoeTDh6AMNdgCYL+Kv+SXhNE6n2PZCIM2z0FEyphfg3dhBoH8Qq+TAN+Rhx83BKTvYTqwsRVSaRd3oh4T1DeE+ajmhNRVCsJBIJdM3Mmkdr6VsTROuqxztyBD2bJ3Dkn6cQU7cTeHMpiS0rQTWjdT+Ppq9G5T3MWTci5pwOpiwERmEYBTQ37+WXP/kBUdWKmH8G2IYf2gb4ApIBJekrZxjGActyfmKe+BBG4qNpKWKBF1n76EO8fMOzAOiBQYZWvE6gvXtfBns+rWsKyJ4ygbRMP0QHQPXj/e7RaJPS0DpfR3rtVYxQB8bAGsSOnWCECby2AtuoAuRYC0q/ie1v7MTXJ5HjSmHK/H60ytFozmxMeblItmHUly9h85oAxuo3qd/WyF1zNuFbthUjEUBRTMh736XCsgwltQUp1YujzIJlXhm6NoScORbn0WcQSptI7epHiel16BYXhhEnPHAT0dArPP13kVgkHcPYgyK18ssL6hDjNYjpixElZd/Ymv8hyUuepE/le/j3WMbPxjJu1mdn/g+6n3iS4PbtFN96BQltCxZl0cfyGFuvBMmCMOlv+zaoZqZf2IGQEFADe4i/9U/8b62lwTOdWbdehhawY8oqwn2khEoKQuh1RE8FasJC9yaZrBIvYlYcxbOEoO9DTKkCieZOPBdOgeBepJEXYmCj4uhuRFEmXteP/7atuM/yIcoCghRBUS1kp2ZgHu3Bln0MCxdHiK+owTxhNgYREv3b0TPSKDlrCprLg/7EB8gz5uE86gL0PQ+ipnlZXxfn9dd6Oce+C8lciZHiRhdlDJ+Zp7+3ls70QeLHrMVW9nty8sDImogguzEYQjdWYoRzkO1Hfqn6/zolA0rSp5LSshDsnz5C9fNKPfooXFOmIAh2JDEHQwsAAoL00ev0wrhbOaDDvPFNTIEWxMxWCLyBEhfI+ssK0vRX0I02RNNoTC4Vht5DtRdgzlhAdPOTaDv+QdXLNhwz3sLx00swAiuoX+YjPCKLEt1G/7IGCksasSoeRGsRWt1G1KiOETTxt+0RfnLD0ciJDhIOUJt7SC8qQgmE0VoakdIUzBU2pJAP1SYiCiKSuxAi/UiWscRHRolbZCyxWmJBD+ZhpThTYvz07BFYOhYhTfMgrL+CRM5Y9IzhjDy+gtNOHInFvu/xr6Z2Iooe9s155kIfsmFobRyGD3M+VTKgJH0q5+ILD8pxTBkZmDL2PZEQpYnEum5HtauYLEejKPtmHxPM3v35432PoFVICJGTiC7fhGPhJHBWkNhyEnpmNg+/t5N4wzVcPKaa1Q8t4KUXBW77IIyQlY1cmc9U5yuEnDNwSib0YAfBlH5+tKSVl98axutL32VFSyf/uGYLkdKjKZ49m1hHLbbZlcwYtNKxtR3r1DjxIRutH2aQlhUktdwCfR0IPj+h/kLM/s1YxhQg5UwAUUQQzBjROJH4cNofaSNU2krx7nUIw0oY6TySeM/7aEoIUcmHCXcgC35kxYk1z8qfFj7KL9efQKT/TnSjH8U2l3MvfJDs7CzuvPPPB6X+v07JgJL0tTOlXwLqNjTaUPhoOkO9dQOGvwOpZCqSbQLGkA1jtopaMBLphTMwRsyDUIDJrjYax55KW/trjDvHTs7MKIaWxxvLqukLGZxx/BEM7AiRZfYgrfwbY7NH8PSrc8nN2Miik4uZvMKKd9p8+lvjYEhIjhSir73HgqNSULUogphN4u3tFJTYsMyphOAg4aAHsSGIUurBUlaK1FGDVGhnaHM3JpdIz2/vIG9qJ6b8o4kNvoO8aAZm5yhabr8Z9+SZpIxqw3j8rxhFBRgj5iM5T2TkvHGkPJSFYBjIlonI1okgWLjuujSs1n1vFMd6HgTNhzn7P8+1fLhI3pRN+krp+oGr6IV6hxAkJ4oyEknMPjBv906i/tdJCI1oQoLe929D1zvQhrYSP/oPyEYJ1AUY5XuVCdtX0ViVixCZTu6sUfT4OnFoaZy4OB3ZnUFmpZPNS/tQJx+HOS2FYVlb+PCFDKqW2ikaU4RQOgzVsKPFE8imVEKqnWBtP4LYwZsPBqmNZ6J4+9CGWuisV/nghghG7jiUYSUYzkxURwb6h4+R2LIFfWAPaVeeiHDKDzGdPwHX7Bk4CguIx5eRcVERiV0fIpX+kNMfzmNZ3XgInYq+YSmyeYj8coOWm37Aa9et4+dn/h1BEBk7duy/TX0a/9hi6YezZEBJ+sIi/X8kEV7zqema1kYocte/1sGB/td/x9ofnEoiHEMUvSjSZADCe+vofvYFpIkXYowp2zfwS6vDOmIUgu5DC1fR/POXib7/CChWtu49C/sxXqacr2NWGqGlkYbXG9jzTg/Krg8wQl3YNjdRONKA7HJMoWoYakZ0GXhOq+R9RzZvvbAJKTfGzTesYGjtFnrqBHp7RiDlL+CYH7koPykVedRswjEPXmEDOSl9dGxpRtnyHIrgRMqfiG7YSTlzOubENiziVrqa96B17UWo34pQuwqFIjAX0Lurm767fstjT5zFvGNGEln1D4yahwgP3omhbSN7STp57VWcPNH9sTo0Z/wQS/Yvv4rm+0okA0rSF6bY5iKZhn1quijmYrNegiBY0WMtWMu2MeWyo1BsZnR9AE1rASAxOEC4oRG94yFM7bUkfPN59IFnsReMwtTzPhh95P8oB21MOZ2+mRSeY8ac50LIkAjVbCDWHmDyPIXLnitBUQexmu0M2nNIK7Sw7P49dJiO4IHLxmBOMZg6vJmsQD0577RgiDKXfM+EUSChZVn33QAwTJgVL45UK6Jm0PpaLbG4i6WNRWSdvgCOOA9Nj5KIdaOljUSMxDCyp5JIS2fZB3Y6/B6EWedA9hSk+n6a/rwTNW8y7nN/gWALIrokXOf9Fvl7Lci2SRiOXJQJv2Hswz9h7I88n1qX/yuS91CSvjDZOvk/pguCgCTsmwNWUNJRMi/AWn4MAKq2F01rxioVYB+joOQ2ouk5CMrJhH+xhOXb4fQzXSizzse88h7iFXORSmbSvNVH8bs7cbgDCHkmfNs80FZNzswEUqANh9mPnlFEf++LtL42yNHDdpEY+V2O+ImfHNdq5MknMVvRCKTrmBUB64c7UScuoMFw0LKqkxOnmbEOdKGFazA503j1gXQufzyHGx+sRl3+MMYZ30ftr8Es2hDKRqC31qKbekj05DJlfBoZJWZwpCIYc4j94xIqb9mCKi1FMYskomMRlWwMViOII7DaTyGeWIemt2GYfAia7Stvs69asoeS9LUQRCuK+3gEQaKzroe/nLsSNdqPoUeQTKUo7jMwSCDmTMB7/cM8sEhG2bYCog5iRZMZ6grStSlA6fQ4piMno5+5GFQdb+ZOvOVxtCml9Pa5aMk9maH2Np5/ugS7ZyyCIjF42ctkqWsxj8yj681XMIuNpF8wGmvzFkzyEBathmEpPZzzmzwkKY4jWyGtcRemnR9y1UN7sQv1BI1U9IpiOpfWovVEET54gGBbPYakIdd0YSvOJ9c9hKTHIFGInh1G/NllaPo7SKY0lj/5DhvfTkdPDBAPDqFqjaiJvQhvfg+p148RBZNp7qFupi8tGVCSDop9k0RH/kP6RyM+XekOKmZVIiuFGEgYAiiO2STS7MS0d+hb/iHxMidv372d/qf2oO+ux5FhpnGXFexxHIUx9NZm1PxcelsrCXhL6N4hopRnkJYhEN/SyIhyLw4lgFpYjjTegSlHpH2DTiK3gkTxVJpWbUZOMRNOGUmgXqKu04zNbkFV7ay6ZQUxzzikY0+iQ8ulze9kKJTGjr50NNWNkD2aTl8ZNiOAbo4RG3M0yDLW6DpMDi96bAf9L72K3q+jh2oQIyPQ4kVkl+YiKyORTWMRcGIYYGSPwnC00X3DC/heefHz1zet6NR8qTb7KiQveZIOinj8QxKJLTgcVwCgazFCO/+JLScfIeFDb3sGMfskxIILsafYOPbCAtSeh9HzS4lEnsFiPgs93Is4VItgmYg0ewyWXo3I+1uwfL+QSFUvpYURah6yo/XrDBc7iM+C2KCVFGU3d983mV+bXse314WUIrD4uCGUnEyk8ACSVSHoH4WzvQNpRw2haBjXCZMRlFps8SqitTaOPn8ckqTw8Pn38P0f2ojmZ2Np2Ym3YBo/PbaHeUusnHnVCBBUEv4EOwaPZFY0gjnUitRfhW9jiP4aC2W2ZSgjbidY3YElrwPbcDAaHuC47/4BXe/fN7hPKCD23v1IGb1IZVeCM5vsq49B9nz+t4cNVOD/vpF86CUDStJBYTJNRpZHAKC1byX81h/Q0/YQt1yAIG5ByjqfyPalyLKAOecC1PheVL0Hi1iGkYjT9M97kN09ZAxrwzmxE80zGt0sIVw8m9bOIKbB9ZSPayQ46xTMrihZsyrobTfoU6splDu56vl81v1mGpaSOion5hFLWFHN+bx6k43jzqzFM8ZHbPRkpMEBzAUCmijyz0tHMGd2kJJ5YRLRITQ9kydaB5ivZVAh2wg3qnjHFnPLsy5sImgD/ejBbqR4C/OWWNH2tiOlBNDNBVjNvXi8Q9DnQqOV/O+HEM0pyKnfQfSOBiCqvoEijkSRJzG0dyONrSEmZ01FEJwoeX007xrikd8+zq+euBhJ+ujioaurm9dee4uLLjp//zaR4q+3gT+n5CVP0kEhCBYk6V83YGUz5pxy5OmrULImoMWGCC99guD23Wj9q+l8dTnNj3by5B0KO5e/hCJXYLO0E69uwwgZxHf0wt5aps8YxPzCMrRAgpzxbnz2Sp6/yoeh9hGpa8YVqWPyETGsYjfa/cvZ3A9n3WqjZW81kSwPG14fYPduH1G/jKn6A5yDL2DJ9tP3QYBIr8CkRb1knzQKMTCAVLeG6Ls72L3qO0w8dgJb3oqzp3c6u9duwJ0VBfrZ8FQXoZ4Q8lAbgmcUTJtFtVaBVjyHodQjcJw1Ay2rGJ2dSJZSDGc5sX+eT2Tlvdz122f5+QVtxIMjWPPsRpY5F3La9bsQvQuAINCLxWEmq8iLKB44431VVQ13330fh8ky5P/RYbNY+pfxWQs4J329Ev0voMfqMUkz0d4+ioQyl+COFn7yj9n88RdbsNu9VNfmElODDDs6gjXdQqhbx9lRh+C2EXUV0RtykEAkj1663lHJvCADc1aUwWUNpJYbNL3oIH/MAKbMXjQ9jThpWIZLqCl5aL4gT72octvfdrLiIS+ZoyYTH4hgSnOBw8v6724kKlmZ9QcdnIU8cPsLfO/8Iu79Rw6TM1uYOC6TDS3FKGoPE8/Op//5FTjG5BLeZcFSnk3bE7VknObCK9Uw4J6E+bHnELKtBDUT7vOORfOX8eEbqznq3GPR/PUIQ+PodUxgsD+AEoeltz/LVc9cRTQax+n86pcHPZj+ZxZLT/rfpid6SfT9E8XzPfREM3qigairFMaeiba3CtOZZdg2aWwJD2eBcxP5wk42VE/COnwPDa/nUnhBKlLpMMTaGuQMuOWsJsykcccH+aSPCqJYbNDvI9PYTsc7kxE740gpPTSK40k9ciRaPMyz9/cxxTxI2VluLh7zOsc9No5cUxM9r33Axn/mM+7YGtJOyWL0xf34Oy0YfVHi7WHEjjISfhsL5rgJNOiEbDac9k7GFzdi1Pbyyu1FHHuZn5zzxhF/7nXCrlLcbgi/HyQh9MKp5+HyDJFmzSSuSbT2BLnjj1ZmHN2FvTQbJX8e+YKZ/OJ9y4+WPV+GJLQSaxKwlZsxVBXZ/sUX7zqcJC95kg4SAaJhEneXoQgLsBTcA749oPbAtBIUbymjFswmbdpolPPeIrM8yNFX9KPlifziJQvOWC1ibwPLNg5n61Izv7g1zJIrgzTujGPLSoftLSQe30Jffxm+zRLF1+mIMz3klAfYdEsDTW/4mZIZx+oCI81LaNRpbNs6lgGhFFeZQfn0HixGADkjHXXYKGIuL/7oaAa2yUxalElIEKhra0FY1Y9Rv4Jx7lVEawdg+7ucf18PmQu9bL1mF2Gnl0lXZKO3RNHtqZgyzMgpKuGaASSvF7PUz/CsIMta/oKjZBhCwosgmA+oKVlYjEAJy7//Z2oeXMqq4y/G0D59GdX/JckeStJBISpezMW/Rv/OPPSmZ5DMZmTrCBKpe+mN/A5BUPjJtdlEu++Cns2EMy9CV7Zgyv4lf55zJ3f9cCqXnvoSI9UYff5cCvUh0nt1zAtHYhgqWmU28bZeUtyDtI3JJNEdQ6EbpcDL1DOCkCLT8q5C4TleDFkm0dFAusWBv66LFG8Uz+IxuHK6EFs3YHp8kLQF01Ey4zhOdBJ7W6X5CQtHXRTBZ/VgHj6cHfdIFJxmR2poxRRvIFjvRBsSiHfspHkTSFUCm5s6CY+dSsbvBzG5nMzKqUGKdyOVzUOL7iYxtBasdgw5C0WeuH/hLqOvjcTbN3Hy23ehWG3kHDEWQfpm/G3/ZpxF0leu5rYHqP/7E/s/t1dtZe+rF2JoIQD01uUY/buAfvTujcTWv8qbVzTStmke//jjy9x/4x343jsW9cMnMJZdxuC2MOJQL8qOn+AekWBMQQvS8cPJHB4mf7IVY9oknHMTGNveYdNVtay5up/3HyxELZlMqlKH+sZ2tD4RoacTyevGXFZK0zqNmF+EcCvNtZ2MnjlA7rHz0dtj6NmpxCNm+oZG0DN8DHJKD469SzFpZsp6X6F0YgRTfhlZZ47BnO4h60gz5nFpJDKLkWSdwSf2oE2sxZbh428/SodoJ0dX9nHCqRLrYzqbDQVjeAlaRoJE6Hli/Q+hCwJaoJlE7e8xNB9630r0hr+CyYaQWoTJ6UA0KbhHl39Krf/vSfZQkj6XjPkzEEJr0X1rEd3TeeuRvYQb0sg1v4h5Wh76lp8zGJxNvHUZaeUWomuexupYTMdbL/GTOaMJb1hHfOUggWHp7N1VwsyMf9K9IwNPDrgTvWTaLEQ3Rom2OlGPcJOobkLIHsbAxnZmFC/n/b5ZHHlWDULhkeQdr6L3GYRNJaQ0bkSZWEC0rZmjTutAzB9F7eW7GRzpxNUZJkuuJ5EnMmLCgzzzCzNzp6WS6WiiueZ45NknInkyoaII5+QStMY+FP1t9Owp9GwfQFb6sE0/guYP2tm8C47+bRnRkIlrHuvFM+EM9Pb16J1N/GhhBPtxYwgsE3EfcyqilEZs+Tq0se3E2sJ4fNVEXb/CYj4VXRtAcqWhLLgc4j1gyf7syv8fkuyhJH0ungmjcBaEINYBwHd//x2+f8Ni4jtWIpoKEOb8DkfliQhHPEfIn05ft4fxI59j0qTd2DKWkT6qBlFN0LrWxuRzrGzsGYO7JI4/lM767bNxn5BLpEZkqNVGdHkbMkGkqg1kTogSnz6DmRf5YGYliYE4zVXlxCedTP3jMn7HFFqu6MTXYOHDt8uROndhzXXhiaZTu05C7WzBcBbw6OJhlAZLUCuPwOc5At9Tfvp2xhF3v4FoVZA9eSz9g4UhYzyxbvCO7GP3P3w0/bMRlzPGUT/6APOeN3nse4NoqZkYoh8p2sWGt7yIYwvRg72YPJm8dkuYR35QhzJlFOvfU9AHdyNO/AOWzOsQ0+eiFZejG23odX9G2/UDoq1XHtqGPciSPZSkjzEiLWhNf0Ia/kcE8aMbilLhFeiqSqi5E3thNoJzGZZTDRAVtI6HYdMOck5YylDwB7w89BuWNHqxTYkg6f1EKkYy6E6n5TlI+TDBhJNV1FAO/lUS6cNCpJUNIaaGUXqt4BCQvF7EUCfNjbnYokH6XnaRt7CP3m0afe1mxKFdlBY1Yho+Fc8FoAr1jP/FaHRrDMtIK+7+KiozdhCZ9GPw9zD11D6c49xEayLYMuPYFvjIzW5lb186HzSYOav3bkafdDLdL/RQcnk+tikiUqUXS8hHvMuLaeI0Qng4/c92OoMRjh9/D6sensTciVuoemUn6xzXMFV6g+mLYc3SLHTdz6zjKvD3LgJXKQgieudmhLfvQDxnNQz/FXqiB0XrP3QN/RVIBpSkjxNNCCYv/78Dq/e/g9ZyF8r4V+l+byO7fv8gR/52EkbAhziuEgQTcto5SPm3giMV1RNi9W6Vs48PYRLr0Hs0ml/NpnPIoGCGjU1/t5E4PUixy0fmyACGeRBB8BILplKzw8ykKRvZsWcOkmchwQ8byJokkzmxG70nil5RxuhfeTDZRAa396N2ttDxaBy9OBPl3QYyj7GghePYKq309c3GLkroiBi5IUxddbQ/k4rluEbKJtuIBV0UzV9A/uhGpLYoI8ZZ0cYn6Lr1bVKlAGlH+xlSSggSZO8j4Ap2kH7kADm6j/NGKNQ+a1Bx9VgS1snMVsdTc3MbrlETOWLxLhI9k3GNOgJbKkR9D4MRwew+HWns90Ey73sTWyoEPt/6RP8rDpuAMjg4yDXXXENLSwsmk4nCwkJuuukmUlNTP3vnpINKMGchlf7qo8+uiewKnMGZRUexfvOTTLvVjqCEkVOPQ846FgBND6OLPVTdcDmpYwwuTJ9IPJRPp7AOYWctvT1uco4qY0V1mClzW7Cm+mjeGyfXsKKMAEwycYeNLctyqMiuIpBiYmb5HsQ5VRh5OQjFUVpainAP7EVpkdBe6eDvO0W63RpXXV1GdpqZaKOCvmod0coJ6IVu1r6TzpHzJdq3G5SMctD3J5m8kS30V4t4T1+ItPo91O5WZE1Eloeg5hX6arysq6pg8bOVGFs+wJlvYMky0fTiIM7xVtJKetBioJQP45G3avntsTkMH55L/RV3M+0aJ2FlkNQxJ2LIQ8T83aDZMLvPAwwEQUYaf/GhadSvyWFzD0UQBC666CLefvttXn31VfLz87n99tsPdbG+lQwtSvhvI1BrXwdAUNIYPukUbv7DT3F63BiShXDdfYil0zDC9ajdL2NEg7TWjKHfrZI6qZf5d6eQnvU0bz8TwKKA5DbTUlfFu6/HyZ7RTnaOyt+WzueBLWVYPT2Ifh8pjk7O+fFWbBVOitq2ofb5ic44ETWrlIToIDUjQnZlB/UrZBqs5Xx3TiE3XT2S9AwPXa92s+bWPrSRGbz8KxsnHVtHJK8JRYgT3hQlhgfreePR5y4gZdp4grs2YzgiNP9hL1VXd7Htd9lEew1cvS0cM3UHiBHobUfzifTe0k6BRyf1rEx0fxSps5Pz/M2cfMlEzG27EZ5bRdnt00i3bSM7fQXo3dC3iZoHnmXz7+8ABARBpr/TxzPX/xIjfPgtcn6wHDY9FLfbzdSpU/d/HjduHE899dQhLNE3k9HxFmTMRpA/fW0GQbIQ7y9C8hvIgO7fgdVWxGlnHAfA2qdy0AcrKEt5i4KUZ2hb5iclWEcGGq5ho9n6TiWeuu2kznWxqimbtGFpOHIHGGoyc8VFdWSlDxHvd3LaxS28/IgHzArsbicatSHm5hDeoZI52UCQBaTa3eiKwkBnPu5IA4H0kVhzZEpG1hNxlqIO9dH4p27slSKpoyxYJhVx4i1xSu73sCCrC+GhZyifMAp9bQfkFxBq8GG2+rCPKyEWKab4t6k0XbMXMhx8/3o3N/94L97ps4j840PM581FiLjJvN1Bz7s7EEU7jJ4JfR2YxmQwJ9yC3u+nPzaS7o3tjBpbjnnNKwiJMQihOkovOhGVINGhB5Fts+hts7LuvSFOvTp4+PzwDrLDpofy73Rd56mnnmLevHkfS/P7/bS1tR3wr6ur6xCU8n+PoSfQ110M/Rs/OV2NE773dLSOKtw3vIV54gkAaNsvQXv9OIzebWhtLzCy/C0qx/dQtfRJhM4qYqaFvLrmBLqiaThG9TA8/DZpRQEU1cw91+1iRnYD+WIXgYQdjynEe/dPJDGsiJmujdx85vv0tJeh52Sh+KIIioxhyBgVo0gMWBGIo7rziNcniG1TibdJlGZuQejtJR4AU6QT75FhvPPs9DWYiN77IZFnNpMzMorQO4Ts8iGHdmI3d2HXqtBrBlDsGoMtLnbfO0DCZ5C2pJDM75g48kiZxEtutObdCL4QwR6Zta/GGGyJEAil0fbqAESHMLwlyOoQQnsNgsdDeuVuCgPNCMtWEZ97GXrd3zFyfoLVeTR2x7lgRInGnqbM8zR/emIccsror7PZv1aHZaC8+eabsdlsnHPOOR9Le+SRR7j77rsPQan+9wmignhy8/4Rmx8jykjFUxDsH81tasRDqJsCUDSOtlc2kZV9NwM9XlY8O5olvz+D6N4fY9ryPMXedDJT+2henUl+ZpToQAyhx0DOiJJSrOIwW/nO9J2YrSFi7TJsGUQVnJjHGzx03SjKz6pmktfM7n9mkbvIRMnat4n5bOiSi51v+5l4Rojuh2XU+BCytYhYXS/vPSJxzEINzwgV0drLiTc1EWuScQT86FllWHxdCHHQUlOINpt54skcCgZ0jrwoE2ccJk1az1+ubCTFX8bYGTJn/iCdwbWZdAt9pA1FaXiplXUvOBl/rYG2bDd+QyAiuXEs9iD5wmDkI+JEi4RJyfEijryTWGYbevAC5IxhiKILERey53J0PQS25Qjyl1847XB22L1tfOutt1JTU8O9996LyWT6WLrf78fv9x+wrauri7PPPjv5tvFBUlNTR3p6GqmpHwWWoacvZtdD7Uy86Wgko5OqZRlY9z5PwRkWNCkEOzuRh4OvzQZVEk2NWRTPaWJnVwZDe80cs6CGQIoLs6Ey6I9h7ncw2Cdjne+h92EXxsw+vB0R2uqycGSHKKls4cPVpby0fSS/eX4It9hB6w06xhiB/As9xHd34dAa2VYzg+zRYWKJAEXx3cQDqRjpbnTViqgGUCtHs+NPPQwK2VQZKcyc0sOwWRJDN3VhyxnCOTOdQH2IlvUmIvmZjDzXhNo1RL/opeMpP2IQKof1EhqfhqWjh9TvjEeMNFP/TpCGmjyOuehk+p79Oe6pC3EsvoVA4BZstguR5dJD2IJfnf+pt43//Oc/s2vXLu6///5PDCYALpcLl8v1NZfs22PzS5u58+q/MqxiNdd873Tiuzfzpr+MGZZVTP5+EWJ0PV2bPySacjXrBnI5duU2fM5plI3S6d0QonljHgXzN9PbZ0NbnUFVcwlpsk6CHfQHzBSVijiyHaTovbS+YCK2I43MKb1EpCDxCYUUThvE0RZHTrUxYVQNpmEmdr/dTnmuzBvpTuxVzSxZkYnoNGirKiPN24vZH0dpDLJVmk/pvAS6Ow3FLCDofvS9fUxe1ERrOMERx0yl670g9X9UcNkNbIKAbiSQU9Io+v1own/+EH29nTSjivd3TKejzsmZR3agZFrJnyagB1OJRYOs+XMqw09PZ/pIP6/c+TuKUyfjLLSCrmGzfQ9tdzNiaRqiw32om/Nrd9gElNraWu677z6Kioo444wzAMjLy+Nvf/vbIS7Zt0tGaQbf/fk5zBg/B7H9LcyVw5mtBrjrHza0lTKVWQHOODGAo+FPjD6mn/6mEgp5k74XCxBLEyTCVnbuKkfOGCCtx0Fevg+zYtDdksZ7G0fxndHbcI7pQI2qjJ/Uz4YdAcRJpXhLyth0q5UjLm7G7xWQoj5SHAmmStuY9+cUxuQ6+cnPJUoiLhpWOCm4yIwoa6RXbyQasRJK8fDErXlcXVjLA49IpEsJzrnXgxENknBnkelVGFy2ilBnjAzdguG28v6KMSzI3ooQjmH5YCvNRW5eeMXNotE7WXiagemcAP6U8cTxYkTeQrRlYHWNYsEfg/Ts9lNVLXDNqxZWvuBFcdWR8L2CKe1sOv9+Lr7Ksxl92Q/216tuBIE4ovDNHgZx2ASUYcOGUVNz+E26+021Y1MdoyeWfux+Sl65nbz8PATPUTDxuwDsPPdk0uK56KYSCm1tBJoVZC1KvM2JWU0gxiTurrYwo6UcJb+B3U1+/rHc4I3vhZmU2UHD3lR21BazZN5KVq8YT5GsMKxikA9em0LRuPVs2tyGtyaHyKBAcMBNpGOIoXAeRaOiCO1D/CxnGqNP62Nws5vgfAv546uR9Ty8njhdXflEoyIDLjc/vmY75qoeznAPYRsrQiiHSEuQjc4Kpi+IoTXXUzYzl46+QfKWmJgy3Ye1egA9x0CXBCp+dDTDvxeDN/3Eqzdgtms8+rid069rhTTQc/L5wx+3MsHmZWxGgInHudi6+ygcwQiqORsl5TgMQ2evfR6exIGr/anadnSjD4ty4tfWxofCYfmUJ+mr1d0xwFnzfknt7tb926pf+IDtDy8j+t6vSSw9ff92I9iIEvNx/JhGfjjrecZ6NtPRXsTfnzkW0R1jT58ECCya3kdmXh2PvjOBs8tEXr7YoLbBzIuPFdJW4yRb9CNkKRx/yXpUqwO/KReHHEVUs5mzwIM1oFLoGkLdFSDb00Wu2EWgQQTZROXsTdikCNYdfdi2bcYaH0S0CFCQi1TuIC8/zJiZBpbMGPbCHrKLmvFOi6Gu2Y3kMlG7NwZqguqNxTx/dRaecgsJWzZ54+IIbhvyiFLso0R6392JsW0ljoxUbCEdwQE/vsuHNWBHCXbRe1ctPTV7iUWbMTraMUmZOLXJGNvfw+I4H8JtaKvHMfvsMYw+btIBda5I0zHLJ3xdTXzIJAPKt4iuqgBk5qSypvFByisL2Lm1lqll56AJ0LSrg8bnqom3/ttkP5KTinnjMTpSSEQlYsIICpUuLj35Dd7/YCIPvDuFe9aMBklk9PQ6LpxUjWdiF960MFsHUhibHibu7GJdCzz4+CgSgzo7P/DS8kQKucWNePLjpIa7GHNCD46KEBkTB+mKFeOXUkibGcc8DvJnJ3A6uxg5YxNRvxe/JZNQh5PQc7u55XcTebNuChZPD4rHRCOT6HGVIw+0YhvnwjHLxXkXJlDqdzFtwruYy4awzcuje6OJuiqR+JJjGBzI5Pm/ZuLs3YG0oYO4pQBOmIkxuhTJk4Klwkus5Du0rBC5Zn4FJ51jJv/kMKbMS5Bd4xCzCiExAI5yxIo/E3aNIZ7bjG6E9lejIIgIgvQ1t/jXLxlQviX63nyH3Rdcsv+zO23f48tS9vDaebsYdcpMalsjBE64BfuvdnLG6RfyxE0/Rdv9PEr3q/j9BQx0DSPY30nUptHUnIq/I41rF2/ih6fuZPKkXjRBYfbU3YhClPZ2mBF24pRUPFEPhjWToowQHfE00hxDePPb8WQHsI1zIaSYCPsj/P2ZsfQ1aXhEP9nHWyEtFb/fhmpIuE1NJLJcWKaaMA1PwVJmZmBXFmdP2MPs+YN0hRVcDj95k2SibhdGTxh9dxut94XAbEG1pdO4MZvZY/eiN7ZT/USYD++KEfiwjfcebsUiholFTchalEAiBaGjGbY10rIpwAfvxdh9XxWj7p3BUP4IDKsNtfx4iBkIziyUmc8QViejazKidwGbbnyEYEMUgW9+APm/kgHlG8wwjP0zpTtK0sg/ZcrH8liHzcCz5Pes+vUTnH7FEVTd9TyPnX45WzdtovPZFra8MsSqdyZT22ylr01CVHQQwCbK5LiH8Kb2Iztj/Oo+Ny++XkpAAEMWyMmXSAgaqFCW186poxuYP7yN1nUmEgEBlyfC2+sr6Hx/EMGkIEpxohlbsaWY6FuRTXBlgIHVEQY7nMRlF1rxMAyLgpHmJmpKZ+CdEGmTOikYGcfua8PrtKOLLoTVeymeKxKtd6NVTiPYIbBh2R6iWhibJYav0USgJcoRF2yisixIWuNajr+ojWNOrsJTZCBNS8GZl0Dua8GXcLF2TRp7NsGLG7Jw9D2Pw9SCkTEKghqhnt+TSOwC4Nkzb2P38x8AcOQDN+AtGIfW/tDX19iHicPmpmzSwWHoOoneHkyZWUSf+CGCMxPLiTcSffF34G+HUy45cAfFhjbkJ+wL0bliI6NG25HNFu465kY+uGcp69c+yeQKH7s2z6Fw9ADhHhG1w0Vtrws5o4uuqESsxk6b1s/CYT4W/zPAw/NzsKSmULmwnvUfZjHe009qWohX353AjOIWuqKwavUUuqz9lHbY6GvOoqXRyinDQ+gpXgQgnnAiJRJoShSbkEAwmwjudLBrVQ4bPnRzfGkzlScNYM6ME0otQlwziKbESSsW8e0K0G2MxblhkIrv1NOfUsTKhyLM/uFkLNkmlKFmnv5FPr56mfwMyGrcDogkyitpfMFBPBQn4k2lu2IOgYYwF/zQx8sv5LG55hRGTJqAHowgOZpR5ClIUj4ASx67ElvGvuEMstWMHtcw9PjX2/iHgWQP5RsmuGkD9Zecj6GqmOb9mMTwU2nfWIfrx//A9atlH8uv9TYTffsubB4LRt02jPZ6uoYkeu98hZIoFBoZWMKZ1A2YESaciT1zgIQmkZcSJtKVzZ+encu7H4zk1+XFGO3DUGJHoSITHzTTFBXp786jpmYECavIMbN20B21oDsiCPYAZXaNZ96cRaa7g+kzNpCWPoQSilP43VbSxgcJaZBuaqJurYmBjQHso1QqJ7Xw3e+upuKiViKeAh68byS7VzkIV1kJ7HWgFmVjL5RIP8bJpocz6F6jsvyaLGyBYTS/LUDUj4qVcdPilGXFkKan0h8rJCoVkTCZicv5uHUfY37gZVhhJ0K7hlG1l3mjX8cdewGTcBsdy+tR9Lm8cPlu+uvCALjy0hAHGzBi++6biClTkAt+8nU2/WEh2UP5hnFMmkLp3x9CkGWknAoa31/Fjqde5ZxXrzsgX+NvbqKvJ0FKegwx+8dUDryOMWcYb3QMo+/F95lWEqaqLovcEi/S0BAXnPwyLW+swLBZuHv5cE4Z2cekwiYCGbtZlK/S2pZFb1sB58zZy9MbRnHB3I1USjGeljbT1FHIrFwbgjvE2PRW3nr+CExpXYwd2c+sU7ahB6388m8LSEkJUpa6i1hExcwgXmR8vW7KywYQ7TqKWk31s7MpXBjkifsKmFrYzHdP6URZkEXN8ijObhFhRzM0m3CdUsEJNzdCxM5ERzc5sw0Su3S03mzE+ADDZ8bIiwWJv+kkWJpHfGsMOTBATWU+8ydVoKpRcow483OaiRkZlC6YgLp7KfrmOgqPDBLa+RKVgysxWb6zv06jj52PMvsHKFPP/7/N8q2RDCjfMIIoYsrO3f95zFlHMPqMWR/L9z5ucms2EawN48pN4PT2ULt6CEEY4uxxveytK2VkZjt9nRJdwTR69zqYkQ7pZU1MzwvgUs2s6HAxfWQUlDBxOUpWip+ioVRKMoOovjQMVy/ZBR0sGhXmpYcqGTe1isffHMkUUaWy0MDu1dASLow+me9MbSOtLMCOFeMZXtxI3G7DObIHpdHE3hU5FJ8eI7jGzphZG4n0pZLAhDUjTteqDO57xs8PLgriyTS4+pap/OmhDqK1bcT3mvDnOCk/NoQa14liRdy4EWthjOp3ivEIGukle6lvzyAiKcyK9bPlnj4ip5g5Pj9KZIvC6BffJjjwHOG1NyNWjkBwnolZyMU0/ngKrz+CD55/l6mnTSItfzjWH70F5m/2uzqfJXnJ8y0giB81sxaLYxgGTyzbTIvNQmZ5HhHRwkMrR3P1OoHJqYN0DGbRF3HgyvUxLruOTc0Wmntz6fc7iLbnctrM3aSm9nH82CYsOqxdcQT9rSVIBpgRiEdtPLOugGte9fDXZTF0NcFEdy+Nq4rQQwrpqUNkpHWhiwaKFKOpNpvxw6vIHQfuyd20FvgYcKk8/+hRvLt6HDt2FPHK4zrW8Qo9oRy0XIkLztyEV41hLh7k3DIJa7/Cy2u8dEbgL7claKuSGOiys/7RDIRwkPo9VnZHzJhHShgxnYEQ/H3ZZLp3FpFdm8G0c7LBaWbR8DhHjQ6TqCymU5xAtH4vamcfHabjMGq3YRLHoXU/jShrOCZPZc+KPfi6thEJPA5mK4L47Xuy8+8+Vw9l27ZtbNu2jbKyMmbNOvCv3f3338/FF3+zZ6E6nN066UImnHk0R/3szP+YL7ZrLYnGPVQ/vwfXqDKWrf4nhqZRdcmPMHW0UWYOMsnlpC5QhsWWRbGnhj212azQK/jVd16ltyEfhwC+kJUP14/FI6v4PSGsrhDezE56BlNJUaJ4MwbQtUwMh49IyMaDYxfS8kGCspwuFhy/nsr6PLrq8+mMmMn0hOnfa6ZnMJXY7jI8vWHKxrdw+3setu4QuXNUC5sHE3RFRMrz+8FmIUWOo9pkNtVm8ZdHXdw6x0c85CaCn/6dCj++tJlJY6OEljvZWJPKutpMRt3dgdnbRdFwE4mMCsJru5h6TCOjjvdhKqogUdOD4HUQsg7DUpGBM0tm5RsF1NcMYf7jX8kan0vu6RLWgQvB5oDCSxBkJxJw1au/Q41XEQ7cj2KegWwq+a/bMLL2DUzDxiF5c77g/4LDx2f2UJYuXcrFF1/M+vXr+fnPf87FF19MKPTRgJ177733Ky1g0ieL9Q3St24bIxZOJ2fCqE/M86e5v2Hjb+8HwEjEGOrt4xfL1rL52XdYc+p5dP30JPJOP47XM4r55W4dizmGezCB2LOX/piZVEHnXGsXPS3DSDOrJMJW2gMmNg8KCLLK85vKufXl6UQSVpp7vRiOMM6MAdb2u3i+2cwwr4DDGqFiRCP542vRBBG7K0hheRPp5jiJKjvRtnQqK5rwqAL+hjSW3Tsbx0CMowrbMDnC/GZrGFt6gOOOijG0RcJxhIHdGqAos5vTpw/QkyLSFXPia0/nCEXBuTGNW382mTfWpGKYXNz6Vi3ysDa8w4coVpvo3tQBYQ3dnYI1y44Y78VapOHfMUBPSQVX3WmlsS+dmRd2MnWxmTq5mLQLr8aR8kvipjja9j+hx1oPqGfZNBJX2h1fKJgAhJc/Q6Jpzxfa93DzmT2U+++/nwcffJAxY8YQjUb59a9/zXnnncfDDz+My+X6n1gR/puof/12mp98nROfuO1T8xxz3gS095aS8J1Gx9/uIbr4x3gty+k35dPTECY91014TzvTIxZsGW5MhkJnLMDb9V7KXQlSBRu5bj+2IQU9U0W1RNjZkEeuDCmOfgrjCmdNraZnwE2AVB7bolHap7Fw+hZeG0zHrShY7X76ulKI9KTgzvSRNq4FlQSdu9zIQYlETEDtF0GGrPGNJBpF6qRO6prsmDI0nltgZiBqY/O7McoqdIJhE9Vb7YwZEWTR5Hqat08gq7KdSJtB0c87kQcGKa7ehSkq0m1YqX8ym3UvH8uUk7azRzIxaZpBQG1F0p1ossS7d1cyZ3Evrz5uJnd0F8+83odLDRO1TKL6uUH2dHRTeOQ6Ji2ZjLzjDYTBXnCZMRzzwZJJQt2DIk/49DlmPoe0Xz3yhfc93HxmQOnu7mbMmDEAWCwWbr31Vm699VbOPvts/vnPf36pikz64nKOP5Kc44/8j3lGXbgILlxEcPs2dGc2PWt2sqRyIpI3B0OREAaW4+tdR1uNhBp3MzGnneKMfu6rz8Spxyi2m7DIKh0DDvKGNfLijkJslh7SPX5sisCGxgJa+9x0ROOs90U4It/MBaMtDKgCcxxZ1HVpRLrcGLqFsCZw4dwPaG3yQGcughSjtT0DwRBIG7cHoy+Vje9PRNYE5gwbQ+rYHl79oIJjZ24j293F47vTMDsClFqD5AeK8DUpDHSPoHTiDroailFkUAwV3Db8EROZ43TyclLYcTeUj2giaCiU+wZoeUXANKKcXdt2sWPrHArIxlq2iQsv7ERyFUKkk0TITtf9QY67z81J7itIyS5GEESU+W9gYKD3vwiyG90YItH6GkrxGED5xDYwDO1bMeT+//vMSx6v10tTU9MB26699lqOOuoozjrrLNR/vR+SdOjpms4/f/YMPU19/ydFwLenmQxHHNnXjbx7FQVNb1LdZmN9XyF+0cq93a8TEcJEYhauH25gjeaSbguiolLdn84ry+cgRVLIUEysrM9je3M2R5TW4XWEmV4yyJnpaRzrTEWNS/T57YRllaMmNlEvhKkoaqHM28eaeivXv5jNE5uL8McFQMDiiNLVnkNLcyaDQRtOT5iGXQWs2zCcVp+bhuoSEpkO5k5wYQspKFIMyRKiuaUQrdPGqm35NHgt5B7TS6xbp/mJVFJz/Sg5IjXvmcnN7qGrNY2uHQmctiG0aIxdf8ukyJ7KsZeO48SfvgDOMahlx7Pjn6A7j8Q851eM/M1DZFT8EZt9DeiD+2rRkoZo8SLnXoyguIm++jTxOx7F8H3yFKS6OkC46Uz0eOsnpn8TfWZAmTdvHq+99trHtl9++eWccsopxOPfvtGAX5dgr59gX+Bz5Y37AjS+sZb+xh60hEbv1lp+e+kfaG3pYul9a3jXNZ21Ld0osX7MZpnmgRR2t5nwNfZjFGqEyaQpGmdTu4f1Q2nsjXeimfr4oDUbk8VHa0jEreh4JIWJHjtjyhspMBt0RRLcsiEV2RQlPbOXrtYsgq1FXLtoI8PzBjiyooVwXwZlKQEmpJn45WiN2SVtCEELiiow5DfRVFuM2RAJWHvZ6dnCw619rGzOYsLkJnLG1VHzfiEfPjecdW/NprW+BJuUoGJROxVzNmK1qpTSjBiIovlVBvqddKzM5ZHbvOR2DtAtZGHVZGZ+z0FdQwkDgs6c67eTFnBgf+JhDEXCiKcQ+GCAzDNuxDLzPmTvyQDU3L+UtWe/w947nv7EOldGzsLynd8jevI/MV2QPJgzrkJQ/vdvtn5en3nJc+211wKwceNGJk+efEDaJZdcQm5u7iftlnQQvHHTS0iyxKl3fHxu3f+r/fWVNDz2OuMnziB7WCY1T+5k5aotHH3uMUS37kDrDbM+4CA/O8Es2U/UcJJbaeOZDXuZWZXDb0fZaekpp95n5aSRrczOG+L9VpWeMMzPS+DOa8AfcvFMfSp5zghhv4PUzB6yA15+PTGKWxEwDBFJhvxhdYS7PTglHVvEROXMtXTUlCJYo9g1AVfKIIMhB90DEkt3juDi+esZWdROGRqvtEa5/MTNDO7VOXLhHj58r4gxpS0E2110xOxYlBCGpsMHQRghMjG3EzEmwoCOaqiIikbrYCp7gwbmo/vICwzhz/WQaNbwZ2QQ3ZhD3FGNUhCiJ3467o5XiXlNtLVNZuwZHgxDIxHcRfVjt5FZlE+kJIQa+mhuE0OLQ6AVwV2KqXwSlE/61DYRBAHZ/vH3p77JPvc4lMsvv5zbbruNRCIB7Jvb9Sc/+Ql33XXXV1a4b7vFt3yHE25e8rnyFp15HO/ZRtBoTQGgbMkcTli8kEtO+gUp08fTHHDhHq3RkerljtoBftPYwDs9Edb7GtgT3sGOrhLciomRKQLFlhhazM7erqksLuvhpXovS/fm8lqLkx9Nqueown5CvjS21gzDJZsoSAuxoaWAbT0pbO+1EOzxcvYLZmqDUaYW9+ESoT+u0FJfgiIbSFEzu1pzCcds/OTYVahEebfRhZYQKXekMbNAIC0lxKuvlLJgUQ2KrjNsWBM2Rxg5NUHjUDpKqh/NZELCoLEnm6DfhE0JMWJsFQ1ajJvOXIfYOUSiQaPgiE5WLg+ROc1Pxdm76G934utPQ7I18uFaO8aep0nT7kXtv55438Mk/PdTMsVHquUVxvz+t1Te+NH6w0btC6jPzPlK2vub4HMHlKVLl1JdXc2SJUt47rnnWLRoES6Xi5deeumrLN+3msVpxeywfGq6YRhsfXUriZhKa1Un85dMxaJqvHfHq+x68A2G3trNoukTuOaB55g43su0gQArtm/HbJEptWRT1xDktnGTOTOnhKjmozUcosjZx+oeg46+TEan+vEHXUxKj7FnyEzDkJOGPg99fic25xDDM/voGsigoTGHEZ4BGjoyEVUbblMUt02nszeDQb+V6JCNPHMcr2cQsyNEXV8aQ85qRhRVMxR00jeYzdu7s3h55wgmV7Szat04ttSUMNSeQ2i3DFoCmzNAmc2HLEFhaRfte4YxWGVFMsewiTEceUMEozJ/XJnKw3sjLF85AS3biVFswVoa4oHNJbz1gUFjnx3rrAB5M8cw7FQNe6oHbSCLrNE2ZMvRaNFtmFMvwZb3QwRVRXJUHlDnQvl3kM9e/1U3/f+szz30PjMzk7/97W+cdtpp3HDDDSxZsoSbbrrpqyxb0mcIDYR46mdPc8XSDN57+AMaqjrYtbaWfLPGD397NFe+fh2OXC+nbN5D9fVP8EGfiZlyJWVmBRsKMd2gWBikL2ZlrCtCVA8gi1bqB8HqCrItEqUvksuCgh5OyIXuoIX6nhwiRoRIp4fjh7dwRFEzui6AaLC63Y5dMGjoymSGKZO+Jo2GSDvF+d00JyI4dYkSe4y9Hfmk22TElC5SLFFK8roZl2MhbkDn+lGEwwk+9DXy/WIJsyWBgI7FpNEcthJdNQKLFKd4Vh1Orw/JJJDaEeGVJ+ZTPrGZX13WwVkf2hioTqWnr5SMrDX0753C5eMGGJ4W4KE307nmjwE6tHwInsnsqwqoOm8J5pRRWJTjsXh/iCRLYB3DWy920/DcT7nsgTv217kgSiSMXRDYheJceAhb//D0uXsoVVVVLFmyhPz8fO655x7WrVvHz372s48taZH01UokVHR934xqjjQHf9x7K54UhdOuWciUIjPDxxQwbPowsiaNxJHrJRqJMWX6EVy//TnawmGK7E7G5uu4zHH8CTMDEQsuU5z2sIVEwkkobsIuptMbkxhIxNkUbkERIaYnsJr8IMUYiMfpjvkxm8PousiWtjzers9nVKrBUCSFdp+XNEuMTHuISFzCY48yZUw7obCTzbtLMesCWVaFnu4supsKWLlxGPGIhTS3n0G/k3nT6vjzSf3Mq2ymvyGTRFTm7R35pAsG0ZiEpplp31HAQL+ZUHMqgiFw5Pg97Gos49n7ZtPmS6HL7qBo2h5k1U56STMzl7QybLHI1DkDHHlmHZseXkP4gSsJrz2XYT89GufMHP5y5mMs+8uDGMa+y/q8EWWMnOgGQI3uJjr4AP2r1tH+zNsgfHrP8dvscweUCy64gPPPP5977rmHuXPn8vLLL2M2m1m0aNFXWb6k/+OS02/md9//G3veqwIg1NzBmpN/zODuBro37GVGpZtTbjkTMSOTNU+vYH7WBdw0bBbXeSawOEfAboYbtzSy3T+AasQJJcxsHwpjkKAmFmR9r0xjJExjWMNqmDg710P9oJOuQDq7Bj20RaO8P7STqvhOBnweOoYcmJA5pqyZ7BQfbmeAEfmtjMjpxhdxIUkGG6sKefO9I5A1K77+VLpjMhZzAJsk0GPE0OMePqwu57dvjqKxJ4PW+iIchkAoKrKtwcudz5zKI9sNSnK7yHMHGUQiPbsHcciE5hcRXeCoiDAurxpHaiM/fS6NWLwToy2AYETROgP8848LCO3xMb+4jmd/VcERU0ews64fMa0UafTJCN4MLrhjMpOPWYsebwdgzLzZzL/01wAIog1BTMValI8l81gUR/I+yif53Jc8zz//PPn5Hz0es9ls3HLLLbz77rtfScGSPtm1N1/I9mc307ixAatdYfV97zGk5cKv/sySx2/mtTN/x6tVe2nsaCPdk8aexG4uKz0Kf1xisDOKpkYZbklnmsfGhl4rraEwGdY07BYLe/uHsOkGZ+UphFUH1X4FTR+kK2wloglkWRKUuQzKrJOQpDDP1bmZn9/NQFygpisLtyNI1DB4tz6buK4xzBGhtjsXc/peNvkDnO0UsIkqTnMMizuEPZ6guXkkEzI7CYQdnJ6vklO6A39fKj1tOawJtXP7plbOySzhpGIzwYjB7nAvgj8H34CLnJwo0ZgFS/YQ/XuceASVmZlR3rlgG/GYwu73Kklz95JxgptFV5aiZ46g98NXUC1n8vyyt7n6wx2sWltA1wNvcdxvjydDexMp+++Em8/Hkv0bJMvI/fUumYqRTMWQAraCfU829UQPerQa2XnEofrvcNj53AHl34PJv5s/f/5BK0zSPkO+ACnuT34NfvioIsp/XUD3ljpiiIgYZE4YTl+DiZThRbTFXXhCKp6Yh7mXLGFU4wxWPbwSQTdTFxAosAmEYx7aIgnyrFGCepwhPUpXLEJrRKBXXYm/cTYTPBpBPYpZUvGYYvhjCpohYQgirWEzVtHGBn87I0M6I1N9bOvJ5p1OhR+Pa8dmjvP4zhJmZzdQkRnlll3p+DWdqK5jN6uMze7inY1TWThxIzMmbCQyaGNCURuBngxq95Rgt6hYJJVJ4jCWL25FUbahRaz0RiRGF5pRAs1ICZHBpmxiisHQ6+nYHRESmQaiOojFJaGGHZRPqcU3mEJ/1RyKzM9R9ZiDkDwLofNljjoug+YTF6COv4xQfzeG6sMIVyGIVixZv0Q0l31mO+nRGtTBpcmA8m+S86EcZt56YyXfv+AXNHWuRpIOHLK9a2UNaalmVnz/T4SDcRY9cS3pWQ4Ui0xwyMFgTQsOT4QBwUbC0Hnp0ZW4W7pRHE7a+wZxmkykmA1OTtXojIn0xg1GpkgMxlwMtyYIOqO8PWBGwUICH0uHqmiLZjAtJZ0sW5yhhJltfakkiOO1Rzkhy0SRVSAYF9gdCoIooGoizQMpjPL6yXEHqe3ycESaSM1gCp1BDV80hmKJUJTWhklMsLVLxhSXEAcrcDkCGEoUV1Y3z3w4FauocG7lHvzmCIm2QvwJM+NG7qK7PR2LO0i4MQ8jZCaSEiWzqA2TPcK7K2cQHPRw9GX1yA4TwY5yApurMM0bwJQzisHOOFlzq5FyInjP2TeDXdbYffUrDtt381Wyjv1cbSU7ZyM7Zx+8xv8GSM6HcpiZO386z/7jDyz73p9Qo/tGIfuHggDc+8Mn2PnKRkafcyTFx05l1yPLsdtl/HXtZE8Zjq8/yF079rBSbyWiCbRV11ETjqEGErSr3ex7jVNgb8DCzoEUGoIK73W52BYI8seWVkJGlA6tFZPsp9Tq4NK0qSzw5hFJ6EQ0DVmI4FZghFOnyBVibAoEYgoDYZnJHpE8s8zy2kKCMZm+RJwff+ilNmgi3aRTZtXpDTvY65fJtIcZmT5EYiiV41IljslWkaz9NA+mogE+nwevJUHIGOCEJ8t5Z2s6pRN3c09TEy+9XYLmtxJozcBZ1IVnVCvFY6pQJJVEQiTF6WfBeZto2W1lzSNzMQtD1LS7sQndpOsbyVH24M04l4LJ139mWwwufYZYS9NX1dTfSMkeymHGbDYxbvpYqpsGiIViNK6v56Tzr+a3t/2Ev+64kV2/uw+nK5uyX5zGstNvICjLTP7N90kbls1ffvQAOVaRn5xxPjVPf4DaZhBVVfwJlUyhBAmBZf5WJGS8ehqCKcRg1IRFlHGQQ3XQzwzHdPIsDnwxAbMMmq6wKtJBdjSNEquAxxQhoUl0hSzEDZXeSCqppiB9MRejPQOYpChbwn0kRBN5dokR6VF8gwUImLDKGprio91vozy7jV2tqaRJNhySSml+D3qPSpZFJxCxMaO4hUjCwrh0G4lYIe2NIZoHrLwWyWNCajcuk8qbr8wi3RbB0CNsyo0zziJx1Ljt9OwtZduWVLLyu/jlsykUKi6Ot80g3t3P8J+eiVx5HILls2dWi+zZgamgGHNB0Vfe7t8UyYByGGp6ezPe0cU0bWjgtV8/z5Mv/Ylhwwtp39XGI/fVcNJPsnnzyOtIK/Yy1OXn6b++jLKjAVdeFsPkAlY/uBo54icSi2FNtdHZHUXXZGIauHET0AcocSqEdTu6LU66KYXWRAvDzQ50PZ2IodEcsRHXVBTRQFBFdMFOU0gnw6IR1jWGIhZGegJAgJaAiFn2EdMEHmjfhUmJMpQwM8bmpbN3JA45QZ4zgE2O83pzCfFwH8UpXt5tyuDkyjaGog4SmkJHTzaphW3k5bcRClkxBkxkW6PohkQsbuVvU9Jxu7rwDabRFLbTJ+pMm7eNaFUB44taES0xfIJGWlaEMy8YJDbp56S98AtctUPEN/nI/OntJJb/DDG9GKnws4fE51z3u6++sb9hkgHlMBQbCmFOsTPqhKlUHDNm/xQRtrEFXL3i53Ru2EvB/AlUnjqVgeZ+qh55lfpgjGhvHJNqp7cjQFPcR6nVgTMaR7bK1IeiGLoFw4jQr7awN2Jnc7gKGRPDlQlImOmJxfEIbkQRfIk4cV1nSAgx15PFUNzAnxB4v1ejxKaQYVFpDTgYiAvohoRkxOiLipydNZ6BRAxFjrFtwM2aXhOzM8M4VBOqoKMbAoNRM5vb0xnjkllbOwzkGNmebiymKHElxiOrpnDahD30DjnxevtIc/t5Yv1wukMKP1/cQMmoJvp6UnB25ENM5u61xVzv9SN0STwjJ7h4nBNR8OEqKqZ87Cy2VrfgXXwuJvNapJ/v+Fh9963ZjL+mgZLvnYahRTFaXkQoOgNBSN4R+G8la+wwNO6Hiyg5YSoAauzA6SHu+fVSajrDzLh0Ae9cehcd72+leMnRRCQ7QwURTJJMlseMbJhZF+zn5d4Bwio4JDOyAP2ahamO6aSJ6Rxpn8wM+zhCmobdsJGv5BHUDT4IdpFqFkg165Sa3AQTImZRxywJSFgYjMs0RmL8rbOTtnic9oiJlpCNWr+ZqGrFI3vQEum0RWT6ExG64zqhhIJViTMhoxuTqOCP2FjRZaXaZ6U0xY8Wc9DYl83qLZOZWNCKjI7b42dzcwmrdo3GrTqZ4YZtO8vo7LYhDniwBsyE2pw0xGpIDF9AJLWQi6cP0F7tQHUWo69dgi01iHucnZRhVvTBXRix4McrXBQ+mnc30ICx9TqIDXzFrfzNlOyhHGKBwRBmmwmTWUENhTESCRR3CnpCpXlHK3899W7GnziB4648Bm9hGrHGPt5ZWUP2YAcmbwrvv1mHbVUjXYMqg+/GkFDIzUwlKPVgEGW47EUUJCQMREGlSHEwEDMYVCNkKAp2WWKsE2K6QlOsEx0rA0KAhkA6shwiSg8leh4IEipxRrskDASGEilMcMZQDJkUc5Th7ggek05QNdEe1jAMhRFWCwMxkd6QBZNVI19UEUWJ04c38FjVcEZ4B8mSFYyEFUWXGJPZwcPtMTITcVzdWSQSCkdP2spQ0AYhK20hKwGtj46qYkyuGK/WlFE6WMDrzxWw6pYuxlzzI5TtqyiYV8C7zxUxbckEgoad8h+ej/jqJDRhLLGWS7Gc8/gBbZBWmU3a5AoABHcF0ilNh+B/wjdDMqAcYtefeg8T5o3g/OsX0fbAI8S6ehj+h1+z6U/P42vq5vsPX8Tap9ajxvf1VCbMH0lisJOGtzczZNjx5Lrpb/ORZdFp9AeQrQrRBoOoAVmyG69ZJq5rmCWZmKHjS2i4FI16NYCkOogbAv64TIZVoVHtRsbKCDGfVgYZJ3lJEW00RuNkm6xYJTMfBKqwiAazU4ZjRNJQRBHV0HDIAnFdxi4nGOYyCMRFGqN+8p0Se4MJoloadp+DOp+dcNTFxMxWZhX5WF6bT1gNEo9bCcbcVDp7cGMmrgmENIPQgJOYAmbRoHfQS35mgmElbUT9VjyWGJMXuHn91x+yu7MQ19PLENX5lB33S6KrX2XV6/fxZs0sflx7OWOu3ICo6aDFDqh/Q4sTe/gEpEnfQ5n5w0PxX+AbJRlQDrFfPPxdnG4bq1ZsYsXWAAuOPILhQMGMcspPn4O7OJuNb+3m6d++xqjvlFGntfD00tc5qqKCSl3BHAqhKypWSURVggwjE1WGrphKvpKChEBDvJv2qIRZCGPoMu+GNlFoGkOzMYg/EWCUXIIvaMYjpRJXTTgFK63aINXRIfJkJ+36ENF4P0Etjk304LVIdEcM4rqE3QQd4Sg9URObA1GGEgZHexUcssDUFJn+uIBoWCl19VPm0DFUlXR7FAEzf1o3kikZQQbpYkCTmeEootRqIoTIYMyCxxZgIGZme20xTusg/piZDU35KLYBMk1OZs8S6MqYT0FKPaIUxNfdg8/nJK2pB7XYyfwamHbjQlI7n0dQ7Ag2K0Y8hN65DTF7HIk196LXL0eId6KXnoRhGMkpTb+k5D2UQyyrMA17ihWAaAT6+qLE+nxsvfp2xEScK5b8CdUl46tu5c1r7mTDY29xdcEwVq3r442qdppjUV6Jt7Aq0IWXFAaiFhwKZMpWYobG9lAXy4c+pJduWhNt2OU00mQ3FgEU0UKKlEWjMUiXEaBVH8QimKiNd2PXZQplN5KoYga8igeHnIIkWhCMVFojBl0xP7tDId4J72blQB8WUSLLLGMRZYbiIl1RmWBCxm2OsiPWS0dYpj4Ir7TZ2dpvxiz1EIiJjE9J4ahMBxoJdvslNE0mwxVEi9vo6MlA0AViMTtZjiE6IglWtPoJhkWq1id494436B9+EoMJL6mJMCc9/hveenQrznAankv/ypZ7NtMsXYig7KtjveYN4k/tW3JELJyKNOVilB/tYvsFVzC4et2h+m/wjSEY34Bp69va2pg/fz7vvvsueXl5h7o4B8Ud3/sr767cxFlHz6Sj2U9nVQ9nXj6NVfe/z/TzpnP7c1sh0cNgW5B8k4tU2UwCFTVuwTAEOiI6CXMPDt1Bvxanw/CRiPfhNhWTMHrJkfPQdJn1kXfxyqV4yCKhBzEJFvbqm4npQbKkAnq0JkZZpyMiEBZiFAopFJnS2RztR0Gi1GqhOd6BSRZoiAaZabdSanciIbHd7yNFLKRb94E8RKpipiEkogntWAQbcx3DsZl8VLo1rKY423vdrOmTObusj6q+VExykPHpMSyWGM19XpzmCINxg0EtTqbZjdkuE4qpTBil0x4U6B0wKJk8geyzz8KWYsOT6yHcM4jZ7UAyfTSJtBELIPyfFf7CTS1Y8nIQ5WSn/T/5rN/aYdVDaWxs5PTTT2fhwoWcfvrpH5sc+9sg3DVAfCjEuLnjmV4ynFSrwvjZZbi0IIwp4i9de3hv5xCm5ghBe4T6RCuiYqI2PMTqoToMIUx3Io7TAaVKBjHNik8N0BWtQSNGlmGmPdZMVbSGfjVGrmkCIBEhiCRY6DI60VDJkIaTIQ7HK45ga/BtAvEwumYlqOl0x1XyZBMIEayCwHr/SkKxGGbBzVA0ExBxK2ZGOtJJ6AZdcZWhmJ0Kk5fzs1JwCWkscJUR1HRuad3OVTVttAXspJogx5ogoclUByS29KdhNcWQBR2PJUq9z0NCdaPFswnERdbU2dnQmkK0s4u0eC0PtjXj81Zy78WPUruhEQBbhueAYAJ8LJgA2IoKksHkIDisavDXv/41Z511FieeeCIvv/wyN9xwA48++uihLtbXat2vH8JVkkN/kZOSshyyF0/Gmunkx6dOZd3GRq4dM5GBDbspcChYehzMyJpKsxHCFXEhGy0IgoRPC9EW62Wskosi6phFmTHmUeyKbKVd6KFUGUWn2klcjKPqYYaMbjQxnW5aUIlhlzMxDGgxqhAVC3YtA5uQCoZODAHQ0Q2RRr2NeGQAr2UYheZcXHGJQdp5qnuAEmkC2SaN+mgcp5DCZLtMXBWpjSl4yKAtqpJtVjg1tYKtwSiCACoJss0p7O6zM9UboMQVIZIwoagGOamD9IZtpDqi5IiQ7RogXDqfklAn0cK5FH/vKJ4fNgqXy4V3ZD7F4wsOdVN+Kx02AaW/v589e/bw8MMPA3DCCSdw8803MzAwQGpq6iEu3Ven5b6HCXf28rv6eipGlvOzP/6A+pY2fjzvO2za+jbXnfEH9BQz5ZnlbFu+kXHDXNS6oxT1xFHiDuy2BM6ggU8IM905koBmYBBD0WWiRoy3gsvIlguotIyh0jINu2hns7oNRJk+vZW4HkAVoiCkIxsyIbWHcKIbDB1D0BFRsAhOEqJGDJVU3YEimInpCtOVChpiA5QrXvZGGsiVKmlSNbxyJmFVpVUNEjRkptrt9MYURAsoooBVFqmKDTEtzUyOYSYey6YtGMUmQViVyLNFsMk6diVOX8yCpor4Siup3hVkXIpGZa4PQVQ457pTee+Od+ixOJny/9q77ygpqrSBw7+q6urcPTkHZhgY0pBBQAEJIqhkERHBnL41rDlgxMy66ppWdM2KOYMKkpUoIDkzMInJsadzV/j+YBedBZTFgUGt5xzOoW/fqnn71vQ7t25V3duz38E27TYi78gNbjiuTpqEUlZWRlJS0sEnbCVJIjExkbKysiYJxePxHDJLXHn54ddF+T2Qe/Rhxqh/MfKxEXTomYs5ykHh++t4ePIdvH3T50w4vR+th3Ti0Zveg3CAmT9sJlttS9BswyrBSo+JcgIk2kUckhVR1+nsSCGohHHJZtqZ+lOgbWFNcCOZciYlegUxQgJVSjF+rRJV13DKadRr+/GHa9AJIyCg6RHQdSTJiS6ZKNZ24jYlUaRUURYuQUWlm96FOmUre0P7SZczMZsVesntqVeC1Akh2phd9HQLSJgoC2jYxAiyKNIQCXJxioMoWeGbmkbCokh5WMdJFJLJj2z2omkWFtdlsKG2jnNb24gu3IVZlimpkumQoKIjUrlgOe1zLeRcO+mwbRte8ynK7pXYJx95dUVD8zppEsrRevPNN3n++edbOoxjVrB8B7V7K+gx9cCMXym9O3LTu1fRsV9r9n++ALVdW9RQhHbtkhl6xUBK1uxh7c1/R6sykZSYxsCKMBGzmV4OnWWN+5H9ccRpDnSrSCSos7huO4JkR5e8xISySZHjqY7YyZXaURmpI0NOQxclTCYrhUoY8OGQ4vBoFTjkRPyRWjQC6By4XyOiedDQ0ESV2rAPdJ22Yj/CBKnX/LSS2iBLdlrL7amLhEi0iKiagKCbKA4H8Cp2UmwKOS4BmyhhEjVy7XbCikBIgk62GKoEiQTZREjTiOgymmojOs5EVLmXXjYniidIjclMYySGgD2KhPPOIO68KQgmEz5vAPMRJvIWk3Iw/Xu6TMOJcdIMyqakpFBRUYGqqgCoqkplZSUpKSlN6l188cUsXLiwyb9Zs2a1RMjHxF/rxVNa16Ssy5AOKI0+Sj6bT6TeQ+Ypbdj95WrScpPpOqoHa1JldsfuJXV4GgHMdHU6mV8tINvTqNYbWR/cRFbIRGMYJMGGn1r2hvYi6l6ckpk+1tPQEMi2pFKhlOLVIth0B6JkQdd1PGo5iupF0f3oehBJsCIIVoR//3oIgoCOhkIEQbRQqZdTq+2nUq+kQvRh1aLZpe5kI5tpCINJVCjXCujqsmE2KRT6FLZ4vDRERPyKRFUkREVQpCFsoiEoURN04FPNmESd2pDMJsVKYq9OxLqsZPXMIi0vhbi2yfRoo3L7x1fgW7sCLRSkobCQfpmXsH71TgC2rMzn0UtePdiupsyumPsc3TIkhuZx0vRQ4uLi6NChA3PmzGHMmDHMmTOHDh06HDJ+4na7cbvdLRTlb9dxVC86jjp0cShrYiynffgPADpPjOeHhbt5//YPWbu9iCFDzyL51TmY5i+jMVJFlOhkQu9kvlxRSYLdSpWiYxZBtui01tIwCSnUhLOp0sPYVJWwrlJBhEK1HhsCIl4KlQ3oJoiSswhp9US0ALrWiCTaEEUTkm5DQ0QQTSiqH0EIY5ZcmEU7EhIB3Yem6zSEi0mSsqlXqok1pVOPH5MaYrC7IyFVJaKYaFD8RFtEtgQqSJJiSLdYiTFrrK1xIooqmUlWiis8FGvFTE6Op8hnp37Fj/S5aQpFM19je70bLC4cfftRWKXQ5sFnEa0m6m+fxDMD4+jc88Dsag63ldScxBN5OA3/5aTpoQA88MADvPPOOwwfPpx33nmH6dOnt3RIx93rr73PP556+ZDy7JGt+W7/MvJ3FCGnxDLo5klk2BM5N7k1MUIA/64S2rm9xAEDHN3xKzq1ikphOISuS8SYoiiJbGWPupMCdTdx2IhS7cjYqRF8REwmVDVAbWgrIbUGsxSN1ZSAKJoRENGJoBNEQEISrYiCAJgRBYmw4CVTyiNaSCTT1A1ND2ISbOiaSjxWLKIVXQ+zrqEekyASJYvYBDeC6iDDZqZYrWdWTT6p9iDzfTvZVF5NekwVP/qL2B4QSeqbSrXXTKikCOsZZ6ETZl05LP50Cw/e9hIzn/4QTYW1+/NwtuqDyXRg3C27UxqX3GtMmt6STpoeCkBOTg4fffRRS4dxQkVFuQ57u3e4rJyS7zZwVkxn3JUNlGzeR7kphsQ2ccgxUez8Jh9VitAqJpbtFSEsokBNWMUpwX7VR4FahFN0kSXm4NMb2KlvxyZF4VBl7JqNiBhHZbgGlzkbSTSjamGCaj2iaELVwug6iILjwGmPIKCqPjRNQxJFLIKD7eF5pJt6IEtW4sR0QmoJMZKNkBjBr6nM9+4mmSR8WpgYswmLJJBCNFWhEPtCAZLEGDTdTE5qIrrFzHJfhFHuASwK1NB9YB6NtWE89iSCCVF4g8s4o3WEksYIF3/2GIgw7405VFYJDLjyohY4aoYjOal6KH809buK+WTAdYTqf3pk3ru/+uD/I40+6me+z4ZvVvPYRT+d+79220es+bqSSf2HsS8YZsWri2H9BmRJ47sfyvHrAo26l+JGmYp6H9URLxWhMI1qCJNqwyUEESOVOEU39XqEKCGODkJ74tVodMmOAIQVP4IkYRWj0XUVv1KBrisIuoAkyNjNiTjN6Wi6joiAKDiwmJzYpCgCSjUmLKiSgFf0I4oC7aRuCMgUa9VUC/V0s+bgEwO4zSrJZiuKHqYy3IhJMNPRlE1XRzIhVaVnwElCjch4ZzytbBrnWKLxPD8HikvY/NYidv3tPXqd3Y1EuZ7GWgvVm/ezecMOlj89iy4jOpCY1+pEHlLDrzASynHkapVMr2lTMUc5qFy7A29JFV+edTtlK7byxYSH8Fc14u+YRXGgggHjexzcrnFLPu6Qh7LKBpb6gxS2CbM8w87STdXsbAzx1VcbkAUryWYbc+rXkmmzEWWSSDHLRAQP0WI87S29iJcTqNFL2aPlo2gCFsGBqgXxa/WEdS8m0UZQqwcEzFIMsuhCFGRMggVRkNF0BaspGll0IksuQCAUqSfZ1B67FI9Xr8GqWcgQ0jGJ4BLtVOkVRIsWVoU249UaWBcox6fo1IfMRJttBHQVRRSot1rYEPQQZxZQBJG+91zGsJvOwRZnwRQfh9uiEKU0oAPRwTKGLnyHM2dcyH0XvEq/Pt0Yftlkuk27tIWOrOFITqpTnj8aySLT6qwDEyWtuusluvx1Aud89hCuzCSyzuyJLcHNuKkXMzqkkHlaewDUsEJyVT6i00FNtZeuNgv2TTVIWhR2uxmnJJMq6CiCSqEeIFXshEUwsSqyAScxxJiiWB3eTgc5m+JIAxYkaqklRkjAjoMkkglLKvFiJru0tbiEeCJihIjuB0DXVcKaH1QBSbSgoyMiIgomVC1AQK8nIgYJESBTa4UgWdmrlmEWbUTpNpyKiQh2siQ31cFGRM2C4tCJkgWqnRZSAyomQQefn9ysRAL2KEad2YUv/z6X7FAJhbUWaiSRgQNyOfOJa8FiQfr3n71+E3qR0j4VEShZuQtbuBGHVaPjLZe0wNE1HI7RQzlBRn79BN5ly6j8ci6ibKLrVWdjdtkpWrGDvYs3A7Bo5hz6J16IR5fYVRDAlpWMYEvAjhObqCP5dUbFqJRH6lB1gRRZJtFkRdWgr70dCHXUK7VIShCTZiNIPblSFrlCJ+qEeioop0ItZGt4AX69kYjWiFmwElQ9mHEg6RZsUhwWUxSyZMchxREnZyMKEqoWQtVD6LqCR6vAZUqjQN9BBSXUiFU0aPvJV3bik1SiRR03sTRqlZilMFs8Eb5vLCQRP7quYRF0KrQQ4dowZrOZH9/7HqXexyYxjuH3TSQpSmDZWg//uv9rJElCdrvY8/ZXrL5uBjndMrBG2Rl61xjKl6xDaQwcsc3Xz/qOzR+tOFGH2IDRQzluClftYuvsdZz9yL8flZdNZF9zIZLVwg2XzGDE2NOIipPYpfnY8+4G0gZ1JX99BW4cKD6NXVqQXUXVNFRX0j8rhr21ITaHdrOlXMYluonWTXiVAFEWlV0+jYiusj28h67WnsSJ0Si6QqwahcsiE46oWDQLDsFGuclDPBlYRSt2IREv9ThMsVh1GxbRRqG2CYtwYKDYJFhR9QjxcmvKA5uIsmQSVv1oaAhIyIIdXVMw6VZMgoguuYgXbNTip4ucimY/DbtJQjMreL0S3sYIP/p/JNkUS51eRW+tP6U7S2gIyLSLUemUmcCZVwyj79k9ef/ymViUIPNHXIf7/NEk9Mglt2Prg+274fX5xA48hS73XnjEYyCK4k9TOxpOCCOhHCeyzYIj/qenWj37a3BmpCJKIv0GdsG7eB23vbYMm6pyWrdeVKzZicPjYfQlw5jz+mJW+ZfT1pyHIETxeWmYYX3yEBcWYpZEMk2x7Ajso0QPMcHWAYsDigMhutiHkmSyUkMIr17LNmUFckBAFDUqKCVbyyZKcyFITuqpRRQlBETCup+w3giKSqyUgaorBEUvXq0SWbfhV2twy+nIOFAFFVkwIQoiIaWCWHM3oqRoHEjomkS8yYksaFQrQSpVFUlt4Jy8Xvj2uagL1XNqVA800cKgU0+h76n9KJ2/luxLzuaLZxfR8+bRPJR3B7evms6VX92JIIp8eq+L9e+twf/Ul9y54ac7pAdMvwjJfPhf37K/3Y+ckkrXqVcf9+NsaMpIKMdJatdWpHb96QrErNGPMviBSbQb2YtBreLQcwbyRIccwmV+TN98zMY3KgjKNmo8Is+8ezl/neKjV6wZq2zj/bI9LF9uJtmUSme3jKxLRJuTURr85HsjuE0m7KJAgRIkQbIQIEydXk1ncz/S5UQ03YSoOamRvITVGqzI2ImiSi1EUb24pVRk0YlFchDWvbjEBDTiUcQwlZHdKEIIWbIjiyL+UDGppi64iCIoxGPRQBQ1woJItGBnf6SWsB6mgyWFNi4Za6wdc0gHu4ymRpPSOZN6VeCyJy5h0a2volZUou3cQ7Qe5OPrXqfPuC5YfnYr/fiHLmBdzAeUzG3EFW0/WG5PiDpi28eMmYhodxyfA2v4RUZ/8ASZ/MU0cs/qQbi+kYeveoZaRcMRk4S31o+qSiS1dtP/2hF0SoQdj79CamwcathEnVemZ2YutQEZf8iNX5FZHaqiNKwQFCMImKgPq0Q0CKqV7FX2k6/uRcBGuimdCAKFahlRRJEtpJBhycUsmFFRkJDRdQWXEINVdKNICiEClOl7iKDQqNdiM8ViJwa74KYxXIRLSsEsHLji4zRnkixnoOiNeEz7KVSK2BNeSbm6g/0RL7KiUe/xsnL/at4u+xTdJNBQUkt0bQ3fPvIpUemxdLlrEil92+OOtYMIVbOXEGpoOjN9z5vPZ8y3zx51W1vbdcKckdWsx89wdIweynG08oW5aOX76X7pGTSu3kCjIJB2/ihMfbojxsVQ+N5C9i3bAVIq5RvrGRX8mI9XRBjZVia+fSYFW0vp44jQI681e0N7ebZ4GalSB4o9DfSQk+kdHYU5pFMa0BEkFaeWQrok4dCiSJTiqVI9+NU6BFGigUZSxWhqFA9mQcamCyjEE5AcmHUzdUoVQTFAo1pKlCkTTVBoVMowCzbsUjyKGkTWLbhMKXj1BhpUP0HNQ5o1BhN2IiEbbtlBtnkIJXoFDXqQDlY3QcWGJ1RHjrUXNdEOegxujUXVqS6tYuG6Mva9+T4XpLRho8fJ9W9fSbu+2YdMiGT4/TASynHkSHBTt2YF/n1FmBPiEEQBQRB45t1bAbBMDeCKeElqE8e8d5dS5bEz9tRElMJytM0FXHrTWWx/5WveXzAfUQgzOroj6ZKddXoxZqvAntpyMmwOYs1WJNFKrRqgIgxJQiyKphPSQyTIUYR1jY3hDWwO1tNeHoBPDCHpXlpJbVHR8OFD0kxU6+UIcgYxJGJSZexiDCoRTBqYBRuyIGLTNBr0csIoiILIzsgOOkm98GmFaIJMg+hDcoZJUKzoqgnRbyHBlI1bN/NN0WLK3t1IthTLD75tZLpPZeqd19C3TRq9AgodB+YesS1fOGsGg24YQaezjm4hc0PLME55jqMuE0/l9DceJH7oABy9e9JoS2D1ywsA2PT3WdR8s5TvYqppXLmcPd4y9nlClO4upk6VkXX46PF5bPXrLPOX0e+8M4nNbkt10E43uQt76sLUCxF0JOrVCLv8Acoj1djECLFmiSjZhFMSiDK5qdHCpEttsOCkUt1DlZJPve5hq7aZKq2cKirRxDDRQhxWwYkNF0liIrliV5xSPHGmVFxCHFYxBouURLbUg24JfZHsGj6plAZLNdmpOSSZ4kFTaa9kkNHGDh1imeOfxR51J7gt/PXqCxh/1pnEStFc1ns0WbKZjOgENNHEpk9WN2m7eU99wyfTfnoM4/TrziSje9aJPHyGY2AklGamhCI8fc6TFG0swtfgp2Z/PQBv3fMZHz/6FZfdfzf3DLqY7AlDELp3xVvnJXjhWPJcOeS0SeVrTwAyohh01SAy7CrxThOTo/KIWbSHXaUNVCAgpmvUi9vp70gnXjYR0kI0qmE6W9JwSxZ8BGnER0DQaVTqSTLZqFXKQJQI6o04pQQk0U4jdexS1hKvuanRqlF1Ha9WjY96SvUStqlr8Kn11CglRASdImU9xcomKtR8XNEi9Y37CQYb8PrrsNYJhDSFSq2cleJael5wGqOuPp2O7t5ky+0pqvLg2A8d87LQTCbOvGMsFzw8nk6nt6PT6F5c/PEtTdqx/ekd6Dyiy8HXeed0x5185IFYw8nBOOVpZuXvfYhvfzGblu2h/uP1FGwu4Z7Pr2XqQ2NRFZV287KJqwtS06jy8BXvgqORTnflIQ3bz56lW7nzlil8984yrNF2fIqO7AkTZXJQo8p0NOnUh8LEBSwo1jYUR+qIhJ1Uq2ESzSI1Wh1b/dvoZD+VEq0OUVMQ9EREBOr0UqxSNB3FfuxWN5Noaku0YGOvsIt8CmglpBAtJlCllmARTHh1LyG9kVghHbcphbDWSKaUQ61QS1hQqNpXyajOF1FUUUFpfSE7lQ3EaLm0s+ehBcw8Mf0VhmSewtmpfRh89VAWLtxGQps0+l11Bv2vH4HZZm7SbtVb9iHJJmLaZQDQqmdWCxw9w29lJJRmljT6LLpVubBH2xl2aX8ioQihBi9iMIQzOY4xF44FYMkjH5EVFWFuoIpHxz/MNdOmoicmsPqfX/FmzUaCT1VR1ujALoeoDYlkRMvIEYUYGcp8Gk7BBaqG1QyoNhwmE0UBjbbmU6hSqjDpZiq1cmrFWvpbujHUNJSIbkHTBXRdoJE6RCDJnEtDpBhd1ClXSwmGK0hznYKiqCTq8fj0BqJ1F8X2YsI+nTamrijOMHbNRlpSBhv37SXBlIZFtFIvF1Ks1HP7RTcSP9fJ2oqVXHX3VAZe0Z/1W/azbd5m+p93CqmdDl1+YfcHi5FddnrdfvjpHA2/D0ZCaWZybCwjbxt98LXFbubHGe+we+VeJnx8N9K/5+6o3bmfNolOosoF3JKJos+WEN67ldeDmzkjqj2ZJhmLIwJyDaXhaCr9AdrZdTTdRInPi1mUqVSLaGVtS0j1IisiuWIsjbqKSTNjlmRkyQKChk00E9FNVGg1tJGT6BRpT6nmJYgXWZPIEHOQsbFf2E20nMG+UAnJQiJ+PUCNVkZQDxPna0W5XE6pVo7m07jx7knMf2QDqaZ0AmIFlaFizE4zw6LP5Pt311ErRrh8/BRefPgVPvnXbBau/5LdC7fy7sX/5Na1jx5sHyUUYf2Lc+hx2yQsbvsh7Wn4fTHGUP4HWtCP55OX0cNBijcUcrRrpNXuKGL9j7WU7yg7WDb+rRsZ+sD5THKmUuEIYhXryT1vOFMmT2bwlFHke3ViLDpuUkmVXbSywFJvKctrS4mVXOjxIbxqLXXBamKJxU8AweIlzWol1WpGEiCJWGL0aPYHQ6wMbqI4tJdGLYRDtOEVPDRqtdh0mT3aFsqEEuKFDBzmeKyCkwbqaKCSTLk7SXIrLA4z6VoqneXWOEQTu7bkY7OYOG1gV9LJIsvchvc/e4F/LL8XOTeKvz57ISkpidz5l5vYs6+IObPn06pPG8Y+ObVJ2yiBMBXrdhPxHvmZHMPvh5FQ/kvRjBlUffLJYd/T/V4CG5bjKS7nn2OeonRrySF1wiVFqJ56AIKl5ey8+1F63nEBeef2ZMEbBx5U0zWNsDeAze1A061069cDzRmFp7SacWmt8G0oJ7tza/o9fBH27q05c3Iv9ro06sI+Wjlike31xHqiGRGbR16Ui9x2yciSGUE1s9G/g12hKtyijN2q4zJJNBAg2RKNR6tlk7KDbZEtuBSIEm2ky/G0MrXDKbpxIODQ3GTJ0QS0OlxiHFZRwCcEqQiUERcVR521Gp+qEB2TwKSnzqB4SwmoAoVaAYkJcTQ0+Hl79YOcOeEU5ry2ktwenVjy45ecM/IMrG4bbU7vAMBXXyxl5rPvY412MPLt23GmxjHziY95+alPj8+BNZwQRkL5Gd8PSxH2rcTR9fD3OkixiSQ99CZROVncs/4R0vIyDqlT8fzfqJtz4EshyDK+Gh+ly7fR/+JBDJh8YCqDrR8u570xj1Jf3kDGaR3oWOPluTllfFMZ4fZXFjB/dSE1OwtRdhfz8cKtBCJB4jwKbeU2RNDINlsQBS87Ao1sCvpoLKoly5SIpms4BCt2yYQsa8RLUBspIEt2kmfO4oLYs4gSrXjUBiqEchyihWq9ilQxETM6NlHGgZlCtQgP9SSbo4lIMOCUzpglC76EBqpClVx43jhKdjSQnZXFqMmncucnV3LtTRez4KN1/HXUE9zT834q9lRy1UtTuPH8ZwiXBg8ujwLgr/ez9dXVhDzBJm3Xpn0GOe3+GEvJ/lkZYyg/Y2mbR+zFN2Bv0+ZX6zpinYeUvXHb+2S2Hc3g84cc2F9CHHHjxqKpKlndfko+uSN7k9wtm8qdpWxftwtzuIxnXrsNm1WnVj+Dr65+i/IAzHpuGXYpSNG8DfRsn8qC9dXUR0wUq1bWedego9HL3pvGiEqcWWR3cBuVSjkXJ43kO285ekihRq2lk6MjEU1lb6CKRD2dVEsrrC6RHZ4K/HqYHJuVoD8Jn7kW0Wqi1usjxdQROcFGQXURA0eej98TIlDjp707lfMuHcrUkfdz4TnTGHd6f+zJ0Sx47keueG40qX4de7yNqKQozLX1XHnTCFp1abqKnyBAZus0Rl87tkn5GaP6HMNRM5xMjITyM6aYOEz9hhzz9ksXbyOrLIUhV515sKzV8N68/o/3uO3mpxiX3prMAXlkjehDRp+2zL38aYrdXgoEkTMKK1g161uKdRf7VQs7fLW0S4zmfLOTIp9I4T4vXjGEoIDPq5CdnkdDeYiIJFKnNSIrLk519WZvJEh5SKON7GZbYA8e0cSChu20EhNwmxKwSQLLAssQwhJgpVtSd2KSoyir95FRFc+gCwZyx/PXM37cIGqW19Nr4AjueWI6E0afR7gwCgmdDj2yeX/uQyxb9CNbP9nOmVP6YkoQ6HN6FxJFFwvWL8MRa+e5hz5k8Dk9sTgt+Ot82GMOPLBni7Iz6R9HnnbA8PtlnPL8Rpqisua6R/DsKuCV1Q9w39vXNHk/HAiz9qmldO/RlcSuOYQVgYg/xNJ3V2O1i5wX7WL27JdZ/+JX1Dco7C0oxx6r0bddOte9djVCtBtPRCQSVomTgizwfkGtWk4rRzpJUhRlvlKW1s8l2S6SahfIcjswm1W+bFiCXUxDUP2kmhxYXU7skk5YVzDJsQQEkRw5AZco4tlbi0Ow4NcVfJ4AJft3keaPQ/WqbFi6C1ETiUQUNm7NZ+OWYp64/h0+uOUT2san8sL6h3BE2Rk1cTCv3PUlfkmjcEER3729gre/nc5lfx3NiteW8tKEo3+4z/D7ZfRQjpESCLHs7tfpeesEoju3xRzlQvr3XIWzn1lA12EdyeyYiiTCqHQfna88k9W7Ghl5UX8+/csr7KlU6EYjloY6vn95IcPfvh2b08KiQbegeSKc7gjQoXcWO7u0QS7ahl3SybXa6RXpQZ4jAXNNNak2iVa2OOTwYHb468gyxxBng5JAmNMdfdmtNjImYTAhv4ZXMpHu0NBlmT21DvpacgGJSIOKHu1kS/kqopVU5rz3Pa07ZeC3CWT2yGDu6g3cfNlfuXDaKJITOzPjgQcYe94IHHYLzlgHVVVVPPvsP3nggXuIS3bTqXNb/nLHpUSn/HRX6ymTT6X9GcZ6w38GRg/lGAmiiNlpQzKZaHv1RKxJcQffK9y8n4YKD5uf/4RPh95KuweuZ8Yt7/LqHe/R2BAgITeV9m2j2VPcyBul8NnMVXz9r+UU7Kji3ZVPM/nUdiySvQwaMJnS1lZqTT7sUhhbbDQD3Omk2VRsYhCXpFAcDpKoJ+MSYijLUHm16FsyHbHkJqUSrySxOLCGCupwtLLyeeN2RLOZfzx5Mw5ZRtNEks0i1794Lo8+dCetopI596IhrH5/GZvm7qRC8/P15meYeMs5CIis+uFrJkw9h9TsBASLxA8rtrL+xy387fFn2bVzH1c/ei5ZHVPxVNQj8NMldW95He+PfxxftedwTWn4AzESyjGSLDKnPngx9sToQ9677pWL6Ty4PfakWFqP7IslJ4NtFX5OaZfIvo8X0O/S/pSWN7CiykJC/7bc8MoUhGCQj699la3zN1G7YQ96rZcRQ/rzz389RWWDH58uI9X7aG2TeLxkMfUhBV9OMsGwG1usl7adUykr8KGiE9ZUWvfKxWoz4WsMk3dWJ5xOFyO79MQUCvH9/B8ZfOVg3GbQJZHRk8fy4evvMGZKP6bcdzYpaW7oqLB8ww9Iosg9V7zI03e/R17n9ozvfQfzPlnFssXruf2afzDszEHM/3Yu7TvkHPz8kUAEJaQcfB2dmUD7yYPBJB3SVoY/FkE/2ruzTmIlJSUMHTqUhQsXkp5+cl52fP6RN4j9ci61HthprueUxGxsNQHSR5wKHduxa8Zb1EasBBUfkfR4FoW2MXHSVHI7pbD86RWs+2EprW1uMiwxLKsOk5EYy1vFCxhgz2NAdDTO3h3ZVFrBkjVb6e2MoSLiwRtvZe2+eeSl5HBB/3Hk7ysjKTGZRYt24DBZ8bcKMCCSSKR3HFphgMEX9eO2G1/Anijy/sfPULW/hr7n9KB8fw19u03ktXcfITMtnVZtkpHNJlRVbXI5+Jfc0+1ezntkAl3PMaYf+D37te+aMYZygky+eix7XRKh1im8eOMMukt+9vjcRHZV8/HLW5hwwWlI363HqZuJ5KVwaY9+vP7SF3zwxdNsKJmDX/dTEpCZcMelpK3YTu6EAVRcVUWcyUGtomHeWch5N47HW9qAySwQMtURSwyD7Ocy7tz+SGIAtbCCH5YV06d/J6q9PpxpFvZ+W4aysYYzp55GRufWJMYkkp6ewsb52yhcX0zVjiriM2N5670Z5LTOJK31T2sHHy6ZbF+2m1Zd0rG7bU3KH1r/4GFXSDT8sRinPMeBx+Nh+JnjKCgoovTHfGp2FFO7cie9bphKp1O6M/O1R+mQEEN2PIx9/Wamz5xEv7E9GPn6zUT37Yyjwcznt31NjC+OKLeLRlXi7OiOnBadQU7/jpStyWfXlz/Q1eUiIdmKXxAo1yS2rdyKJxDBV6oQW+bGW1IAmSZad09n+/ubUUprGNg/h2mvX8kVd4/j+nsuIGjROG/SQC6/eTSiLjFgUG/eXvIQ4287i75T+7FhzT5sbhs7FhTy4k0fNv2clQ1EgpEmZS9e9RabF+04pE2MZPLnYPRQjlIwGKShoZGkpISDZeHaBgRJRI46MLt93ZcfI1isbK+JobPQBqWqkZWXP4G9a2ecCS4SWrlZe/U0lsf2ovvAM+g4yMrSmfNY98Eqbl1yP7d1mkYoqDDigh4MS5SxZMdhsZuZ+uIlLLrlJQbcN4l7JzxGOfvps0TDmRGDbo/lh/xvyG7MJGlhDdsb9pAjx9GxWwf27a5kkOwEVWDqO5dx9SXTuenOs3nm6bcJVYap3+vHH67nvfcXkNI2hX2b9zP4oq5ce9X9TL14HLomkN09k27D82g/IJfIz8ZFGuq83NvnYTLz0rh19o0Hy5/a+AAm2Rgr+bMyeihH6Ynrn+LmgTc2Kdv5t5fIf3HWwdeCxQqSBFvXMH7SObTp3YlW5w8npAjURiez+LVVeHqdRmxE4Z2nv2XBZxvZ+co8lFg7NdsK6BIb4PS2AjvrVZx5rbHJEtXVNcxZvYzXt3tZtrKUEk+EfY1ePm8ootZmoWpTERNHnYs/3kFFxEwPaxrf+zeyqnAbp53alVhVJyraSft+ubz11VOs+H4ranGEug315GYmkpeexaUXD8MZ4yAmOQqny0FVRS1jzr4SPTrIlDvOBsBqN+OK+elp4Jl//5gfaksYe/+YJm1iJJM/N6OHcpTOvXA0+zo0vZei/bS/IPxsHCFq2Fm8fcF9uIq2Mvyqc1nw3Hzajx5AYMl09uyw0L5/LulZeXTOXMPEe0eQNKAP3moPFau2s/Dqf2ByOtDtVpZ/sYFLHxrL+OuG8vRTz3P7nffy0oyZ1C7bz0uLH2buM1+z/ftVJHhDnHLFAPpdcwbCfV+w45sNWOITGJh2GpLTzvOzHuO7t5ZTVVBNr66nMrT3GGyWOB6b9VcK8ktY/PcF9LplOAMu7g9AtyEHlkP98IvneP/9T+ncueMh7fDFswuJTYli3IVDaJeXRZte2cex1Q2/N0ZCOUodB+XRcVDThCK7mz7Po0ciVBZVEzNkLE9f9i4V20oJ+sN0vPoC/B+vIqtXNsVvfIq7dRptB/Rh0x1PkHHBSHJG9iGuQwb7S2vJ31/Lg2PrUGr2U/j1Sh6593GuO2s89d4GFn+/CPEOD7ExOmmJaQy+aRRaIMh7785lyfw1hOUQvWQXU6eeS0WjzoPD/k7j9mI6n9+Ps9tOZMecYv5vxiDWffEj9z/7NDExybiEtCafQVM1RElk0qTxh20Hk9mESZb48I351FV7GHvBoGZtZ8Pvm5FQjoLWWE3gvduxTX4C0Rl3xHqixcq5797Dwvnf0z/nVFLaxJPTrw3hej8b5m7j01vfZfJrVxKffmAffs2ML7+IsmqVDkM78fqEhylxOjn/gtNpKG9k55NfcEXCeLqmd8YX58IX5WLzj3von2yioNTOwmfm0aZXJpfcPQ7ndwUk9+tA2x4ZFBU2Urp6J5JFZuT9Y1n01gpUXee0LinMe2kpTjXCtDuu4Z33l/Hly8uZeNFwAIrW5DPrkhe5de2j6ILAV28uZ+Sl/ZF/tkLfOdecDkC/sd2Pej4Yw5+HMYZyFASTGTEuA8HUdB5U1e+n4l8voPp9B8vy9xTw2adzOf2yARS8NovHxj2MLSEKbedaeo9qw3ld7qe6qpHq3WUs+XQ36z5ezSsXvUz5zjLy+ndibN9sdr/4EcVLNpJ6WmcGXDMErXA/uRErHft05LrnL6eyPkJaz2wGXjuMJbPW0ljagDMxBn+Vl5zhvUjukE6PEZ24e85fWTzrByr3lPLexm8w5bi48bmJXP7kBPpfOIA7nriY8/pks/KZ2ezeXsSVVz7FiMcnIdvM1FY08PFzC/DU+P67OX5qF+PKjeG/GD2UoyDY3NjOnQ6Ar7wWJRghKisJPRwiVLQPPRSCfy99ecawAZwxbAAAUcNOp+D1Zbw2YhTXrFzAN2IJ1183nqSMAz2U61Y9ij3OSefV+RRv3892rwnX4rVEJcfScWhXutwykWum3ocr2YGa38iQ1m3J6ZhBQoLIPp+PmLYpuGPM7FqTz7kvX31wYfAOA9pSGiph9quzufmTa/n6//5J15i2XPnP69n+wTKKV2yn9bBuZLdPRRzfF8kkEZ2ewNT/O4cuZ3cHILlVPLO2PHyim9rwO3dSJJTp06ezcuVKzGYzdrudu+++m86dO7doTCX7KgFIz05sUr7xlbn4KuoY9ty1mKJjyHzo74fdPlLXQPjFfzLAL1MTgnvbnInetiteMZFvXlxCry5R5L/2KebR4/CHVQrW5bN7fRFTLhlG67P7ktAxk2BNA6fvKGbgK9MQLC4ks4Q5I5ppO79laPJItizbg69NDB/d8TFb/zWfv3z/0MGff9t106jdK/BBVDJiry7kf7MFSZLIm3w6eZNPP1iv1WkHZlDzNQQYOX7AUd/5ajAczkmRUAYOHMi0adOQZZnFixdz0003sWDBghaN6eVHP0cQBKa/fCUAEa+Pxp359L1j4lGNHcgxUfR893mq73qHzuf0wxlpJL5DBs5SFdnvYf8n35B6ziA+f3UJewrqGPJ/Q3jq+1Gsnnwz1jGnAGCNi2LM53/DlZ0KQLDGg2ySqawrQVM1hqZcQUqKm4FjujFwTA+W/vU5onJS6XbDuazbvoKHet+DLML4m4Yx8prTfylc3n5wNjvWFjBgai9O69OG5M6Zv1jfYDick+5Znrq6OgYMGMCmTZsQxaMb4jkez/JEIgdu4pLlAzm38vk7Ca2fT8ar6w5bX1XUgzPaly1eiysnHWdm8mHr+kvKKXjzM9Z+uhlfUiu8gsyEh84lq3smZV8toa6wFl3Tybt+wsFtts1dzro7X6HrtePpcuUo3vjLm8xdtJHWWUkECj1c8c+pxLgEbr3uTWylQf6+6j5iUqOb/twGP6s++IFBVww8pG39ngBfv7eS2sJKaj9YztUL7yMmKwGD4ed+d8/yzJo1i0GDBh0xmXg8Hjyepo/Bl5eXN3sc/0kkwdpGRLOJ+EtuRxl1EQC6rh8ckHz/5W/Jap3EN9e+zWXvXktG91ZseflLcs8fesSEYk9PpuPd/4fz1I2k9GnPJ4/M4dIL7+KB5//KoJGDkVZtRYsoTbYJ5xditSs8+NhS7jBZ6TU0l3NuOxuLWeCRfnfjdggk92hL/3N60C4zmahk9yE/t660npXvruLUC/thdViaxuS2MeHqA7PV+W4+B0e867c1oOFP6YQklHHjxlFaWnrY91asWHHwvP2rr75i9uzZzJo167B1Ad58802ef/754xLn4Sy7+zVc6Qn0uXsyZmcsP67bytizr2LLrrm4o1zs3VVKVKyTyTMvIy0vnW8/XsJHC+uZ8bdfn1Aoc/CBJ28nPXIu5q4uOndtR9nWYlw5GTgTmiYES1oWuZPHcKkrmXBJMTZZ5MM7PyK9V2tqxSjMiXGIoshf7p3Al49/RdW+apJymo7/pHVI5e4ldx4Sx3d3vUZC19Z0mDQIwEgmhmOnnyS+/fZbfejQoXpxcfEv1mtoaNCLi4ub/FuzZo2em5v7q9seC391gx7y+A6+DgZD+hcfzdU3PfOhHvEHD5bnby7R1y3arpeXV+kvPPPGUe8/GAzrt179lF5SVKHruq6/du6T+vfPz21Sp2xjgf7UWU/onz305cEyVVH1Lx7+Ut+5Yo++/KM1Ter/8+J/6XvX7jvqGPbNW6tXbS046vqGP6/i4uJf/K6dFAll0aJF+uDBg/WCgmP7pf61D9nc/BW1+uJLH9aDNQ0Hy97/+zz98UtfO+I25SXV+ovT3tLLPvikSXkwGNZvvPxveknhgYSihCK6pmkH368srNG3ffWj/s0dbx9x32Xr9uirnvrsGD+NwXD0fu27dlLc2HbXXXcRiUS44YYbGDNmDGPGjKGurq6lwzoiW2IMg167G0vsT6cl599yJne8dmmTeoFNPxDcvgGAqvJ6Vi3ZSv26jU3qWCwyT79yG9GyxNrH3kEQhYPjMwFvkKemvMKuHdWMeHwKAL79lRR+uqjJPtSIghIIAQfGd9Yv2XHEK1EzX3yV9es3HfuHNxh+wUkxKLtq1aqWDqHZNBZX4Skoo2ZrAemWvQh2B9YO3cjrmcMbyx9HUzUqd5WRmJvSZDs1GCZQWY+u6/j3FbH+1gdZ4m1P19Pbcva1gw/W8+4rpWTuClqN/2m5j7Q+7Ujr0w6A8sIa7hrzHK/+eD9p/zWGArBy5Q8kJSXSvXuX49QChj+zkyKh/JFseOELQnWN2GKdxD524yHv71m6nfW3Pk7vy4fS+tpLDpa7s1MY8PR1AJgT4vhoTxU9Lj+LkVPORLb8dJiS+ncjqX+3I/78lKx4Pi97GqvdfNj333zrpWP6XAbD0TASyr9V7Sjhq+tfYfJnd2J2Wo95P6c+eAmCAKJswlfnw/Hvxa3+o+3gjrieugFnUvQR92FyOpjxw0dYLIdPCr/mSMnkP8L1jZijjSs5huZ3UoyhnAzcaXF0v2Qw8q98GY+kpryBLT/kI5lNiLKJ/B/2cUune/B7Ak3qCYJAyqDeuDq0Zf/uCpZ8sOaw+zvWZPJrwh4fc4ddS+3mPcdl/4Y/NyOh/JvFZaPrhacffMDuf7XwkzU8fdN7B19n92zFHXNuPGSyZoCK8ioeffg5dm8oYvEREsrxYnY7GPD6/cR0an1Cf67hz8FIKD+jBf3oSuTXKx7GxGvP4KWldx18LUoiMUXfU/XCI4fUramp47ulq+k7qgvTP/3LEfepKAozHn+W2trmveIVk5dzzInTYPglxm/Vz9Q8eSsNH714zNub/mshK1teTxw/W3w9EAjxyH0zSUtLYe78d7BaLf+9iyYCgSBffjGXysrqg2XbPluFv6bxmGM0GI4nY1D2Z2IuvwvB7jykXNd1GvZVEN36wLM5SjDMD09+Qr7DQVjTufzmMYdsA2Bp06HJ62AgxJqla9hUtZsBLz4JwJ4dRbRpf/gne10uJ8tXft2kbM3MeTgTo8k8rf3//PkMhuPN6KH8jCk5A8kdc0h5+fp8Phj5AKHGAwOsWkShsbiKmBgHCSmH1j+SmFg3H3zwKDmn9QZgy4Y9DDvlGqoqj/6U5uJ59xvJxHDSMnooRyGlRxsmz38Ei+vAAKvZZWf4zBuOaV+W5CRSp0wCIK9bG5ZtfYOExKNPSgbDyczooRwlV9qRJ6dWa8oJrF10xPd/SVrGoXezGgy/V0ZCaQbhXRvwzn69pcMwGFqcccrTDGz9RmDrN+J/2ibkDyFKUpPb6g2G3zujh9JC3rjmTb546IuWDsNgaFZ/moSiaRqfPreQxjr/b9qPElGZO2sliqL+pv1MePhczrxh2G/ah8FwsvnTJJRwIMLCWaup3v/b7jqtKq3jxWmfUFPW8Jv2E5cZhzvx0HlfDYbfsz/NCbzVYeGFVdN+835SWsXzReHh1+IxGP7s/jQ9FIPBcPwZCcVgMDQbI6EYDIZmYyQUg8HQbIyEYjAYmo2RUAwGQ7MxEorBYGg2RkIxGAzNxkgoBoOh2RgJxWAwNBsjoRgMhmZjJBSDwdBsjIRiMBiajZFQDAZDszESisFgaDZ/iPlQVPXA7Gnl5eUtHInB8Mf2n+/Yf75z/+0PkVCqqqoAuPDCC1s4EoPhz6GqqopWrVodUi7ouq63QDzNKhgMsmXLFhISEpAk6dc3OMHKy8u58MILmTVrFsnJyS0dzlH5PcYMRtzHm6qqVFVVkZeXh9VqPeT9P0QPxWq10qtXr5YO41clJyeTnp7e0mH8T36PMYMR9/F0uJ7JfxiDsgaDodkYCcVgMDQbI6EYDIZmYySUE8DtdnPdddfhdv9+1uH5PcYMRtwt7Q9xlcdgMJwcjB6KwWBoNkZCMRgMzcZIKCfQ9OnTGTFiBKNHj2bSpEls3ry5pUM6on379nH++eczfPhwzj//fAoKClo6pF9UV1fHlVdeyfDhwxk1ahTXXXcdtbW1LR3W/+T555+nXbt27Nq1q6VDOWZGQjmBBg4cyOzZs/nyyy+5+uqruemmm1o6pCO6//77mTx5MvPmzWPy5Mncd999LR3SLxIEgSuuuIJ58+Yxe/ZsMjIy+Pvffz9rUG/dupUNGzaQlpbW0qH8JkZCOYEGDx6MLMsAdOvWjfLycjRNa+GoDlVTU8O2bdsYOXIkACNHjmTbtm0n9V/86Oho+vTpc/B1t27dKC0tbcGIjl44HObBBx/kgQceaOlQfjMjobSQWbNmMWjQIETx5DsEZWVlJCUlHXwuSpIkEhMTKSsra+HIjo6mabz33nsMGTKkpUM5Ks888wyjR48+6W+5Pxp/iGd5Thbjxo074l/FFStWHPyCfvXVV8yePZtZs2adyPD+NB566CHsdjtTpkxp6VB+1fr169myZQu33nprS4fSLIyE0ow+++yzX60zf/58nn76ad544w3i4+NPQFT/u5SUFCoqKlBVFUmSUFWVyspKUlJSWjq0XzVjxgwKCwuZOXPmSdn7+29r1qwhPz+foUOHAgeeOr788st57LHH6N+/fwtHdwx0wwmzaNEiffDgwXpBQUFLh/KrpkyZon/++ee6ruv6559/rk+ZMqWFI/p1Tz75pD5lyhTd7/e3dCjHbPDgwfrOnTtbOoxjZtwpewL17dsXWZaJjY09WPbGG28QExPTglEdXn5+PnfeeScejwe3282MGTNo3bp1S4d1RLt372bkyJFkZWUdnKcjPT2dF154oYUj+98MGTKEmTNnkpub29KhHBMjoRgMhmZz8p9kGgyG3w0joRgMhmZjJBSDwdBsjIRiMBiajZFQDAZDszESisFgaDZGQjG0qK+//ppJkybRtWtXpk6d2tLhGH4j49Z7Q4uKjo7moosuYu/evaxevbqlwzH8RkYPxXDcFRUVccopp7B161YAKioq6Nu3L6tXr+bUU0/l7LPPJikpqYWjNDQHI6EYjrvMzExuvfVWbrvtNgKBANOmTWPcuHFN5i8x/DEYCcVwQkycOJHMzEwmTpxIZWXlST1bneHYGQnFcMJMnDiRXbt2MXXqVMxmc0uHYzgOjIRiOCF8Ph+PPvooEyZM4LnnnqO+vr6lQzIcB0ZCMZwQjzzyCHl5eTzyyCMMGjSI+++/HwBVVQmFQiiKgqZphEIhIpFIC0drOFbG9AWG427BggVMnz6d2bNnEx0djc/nY+zYsVx//fUoisJdd93VpP64ceN4/PHHWyhaw29hJBSDwdBsjFMeg8HQbIyEYjAYmo2RUAwGQ7MxEorBYGg2RkIxGAzNxkgoBoOh2RgJxWAwNBsjoRgMhmZjJBSDwdBs/h9Xcce+SVo9YQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot scatter of training instances colored based on harmful score ranking, w.r.t random seed\n",
    "for seed in seeds:\n",
    "    x = load(os.path.join(d_seed_clean_dir[seed], f'x.pkl'))\n",
    "    harmful_scores = load(os.path.join(d_seed_clean_dir[seed], f'harmful_scores.pkl'))\n",
    "    fig, ax = scatter_with_score_rank_color(x, harmful_scores)\n",
    "    ax.set_title(f'seed={seed}')\n",
    "    ax.set_xlim(xlim)\n",
    "    ax.set_ylim(ylim)\n",
    "    ax.set_xlabel('x1')\n",
    "    ax.set_ylabel('x2')\n",
    "    fig.tight_layout()\n",
    "    basename = f'2d_harmers_{seed}.{ext_savefig}'\n",
    "    fig.savefig(os.path.join(out_dir, basename), **kwargs_savefig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# plot generated instances before and after the data cleansing with true 2d-normal distribution.\n",
    "for i, seed in enumerate(seeds):\n",
    "    df_clean = load(os.path.join(d_seed_eval_dir[seed], f'df_clean.pkl'))\n",
    "    df_ori = load(os.path.join(d_seed_eval_dir[seed], f'df_ori.pkl'))\n",
    "    df_concat = pd.concat([df_ori, df_clean], axis=0)\n",
    "    fig, _ = plot_kde_and_true_2dnormal(x='x',\n",
    "                                        y='y',\n",
    "                                        data=df_concat,\n",
    "                                        hue='data',\n",
    "                                        nlevels_contour=nlevels_contour,\n",
    "                                        figsize=(4, 4),\n",
    "                                        mean=[1., 1.],\n",
    "                                        cov=[[1., 0.8], [0.8, 1.]],\n",
    "                                        idx_color_true=0,\n",
    "                                        idxs_color_other=[1, 2])\n",
    "    ax.set_title(f'seed={seed}')\n",
    "    ax.set_xlabel('x1')\n",
    "    ax.set_ylabel('x2')\n",
    "    ax.set_xlim(xlim)\n",
    "    ax.set_ylim(ylim)\n",
    "    fig.tight_layout()\n",
    "    basename = f'2d_improves_{seed}.{ext_savefig}'\n",
    "    fig.savefig(os.path.join(out_dir, basename), **kwargs_savefig)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# amount of improvements by the data cleansing used for a table in the latex source\n",
    "for i, seed in enumerate(seeds):\n",
    "    result = load(os.path.join(d_seed_eval_dir[seed], f'result.pkl'))\n",
    "    val = result[\"metric_cleansed\"] - result[\"metric_no_removal\"]\n",
    "    print(f'{{{seed}}}{{{order(i+1)} random seed.}}{{{val*100:+.2f}}}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# collect lines to make one legend figure\n",
    "## make dummy plot for get legends\n",
    "labels = ['True', 'No removal', 'Cleansed']\n",
    "fig_legend, ax_legend = plt.subplots()\n",
    "for label in labels:\n",
    "    ax_legend.plot(range(10), np.random.randn(10), label=label)\n",
    "\n",
    "merge_line_legends(\n",
    "    figs=[fig_legend],\n",
    "    line_names=labels,\n",
    "    out_path=os.path.join(out_dir, f'legend_2d.{ext_savefig}'),\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# make legend for the color bar of the harmfulness scatter figure\n",
    "\n",
    "fig_colorbar, _ = get_colorbar_figure((4, 2), [0.05, 0.80, 0.9, 0.15])\n",
    "fig_colorbar.savefig(os.path.join(out_dir, f'colarbar_2d.{ext_savefig}'), **kwargs_savefig)\n"
   ]
  }
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